{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3d0efed1-eca7-4470-bed1-a2242b509c12",
   "metadata": {},
   "source": [
    "# Traffic Flow Forecasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fa5719e3-a811-4bd8-9119-0c8f85ea3b09",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_absolute_error, \\\n",
    "                            mean_absolute_percentage_error, \\\n",
    "                            mean_squared_error, root_mean_squared_error, \\\n",
    "                            r2_score\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import TensorDataset, DataLoader, Dataset\n",
    "from torchinfo import summary\n",
    "\n",
    "np.random.seed(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c94c11eb-8352-4e4d-a697-26d3321fdbd0",
   "metadata": {},
   "source": [
    "## 数据集加载"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b78edcce-2748-485f-8c1a-c7279566ecbc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(26208, 358, 1)\n"
     ]
    }
   ],
   "source": [
    "pems03_data = np.load('./PEMS03/pems03.npz')\n",
    "traffic_data = pems03_data['data']\n",
    "print(traffic_data.shape) # 91天*24小时*12(5分钟统计一次流量数据)，探测器数量358，特征数 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4126dcfa-bac5-4c80-a121-c6d77d2d3aa3",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = traffic_data[:, 0, 0] # 第一个探测器的交通流量数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "66a9ec89-cad6-4b3e-884d-f8a7d20c119e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(18, 6))\n",
    "plt.style.use('_mpl-gallery')\n",
    "plt.plot(np.arange(len(data)), data, linestyle= '-')\n",
    "fig.autofmt_xdate(rotation= 45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19bad8e7-3c57-42ad-8687-49c9988a2095",
   "metadata": {},
   "source": [
    "**Feature Scaling (normalisation)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cba991e2-bddb-49f1-93d5-b9e027e7b25a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "skewness: 0.22\n",
      "kurtosis: 2.10\n"
     ]
    }
   ],
   "source": [
    "# 计算偏度\n",
    "skewness = stats.skew(data)\n",
    "print(\"skewness: {:.2f}\".format(skewness))\n",
    "\n",
    "# 计算峰度\n",
    "# fisher=False表示使用Pearson的定义，峰度应该接近 3\n",
    "kurtosis = stats.kurtosis(data, fisher=False)  \n",
    "print(\"kurtosis: {:.2f}\".format(kurtosis))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "36df36ec-fc4c-4c9d-9235-03c63b2259c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 重塑数组\n",
    "data = data.reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30dd29f1-2a5c-4c8e-9908-efa900494007",
   "metadata": {},
   "source": [
    "`reshape` 方法用于改变数组的形状。第一个参数 `-1` 表示自动推断该维度的大小，使得数组在保持总元素数量不变的情况下，根据第二个参数的要求进行重塑。第二个参数 `1` 指定了新数组的第二维度为 `1`。举例说明，如果原始的 `data` 是一个一维数组 `[1, 2, 3, 4]`，执行 `data.reshape(-1, 1)` 后，`data` 将变为一个二维数组 `[[1], [2], [3], [4]]`。如果原始的 `data` 是一个二维数组，比如 `[[1, 2], [3, 4]]` ，执行该操作后会将其转换为一个二维数组，其中每个元素都被转换为一个包含单个元素的列表，即 `[[1], [2], [3], [4]]`。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c9b32433-7556-4418-b7a9-56f3b15dfec2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(26208, 1)\n"
     ]
    }
   ],
   "source": [
    "# 创建 StandardScaler实例，对特征进行拟合和变换\n",
    "scaler = StandardScaler()\n",
    "scaled_data = scaler.fit_transform(data)\n",
    "print(scaled_data.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6641cba3-2a9d-4413-a839-6a10e714359d",
   "metadata": {},
   "source": [
    "**构建时间序列数据**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a53a60e9-a92e-4dc6-9dc4-c09d9251761f",
   "metadata": {},
   "outputs": [],
   "source": [
    "time_steps = 10\n",
    "X_list = []\n",
    "y_list = []\n",
    "\n",
    "for i in range(len(scaled_data) - time_steps):\n",
    "    X_list.append(scaled_data[i:i+time_steps])\n",
    "    y_list.append(scaled_data[i+time_steps])\n",
    "\n",
    "X = np.array(X_list) # [samples, time_steps, num_features]\n",
    "y = np.array(y_list) # [target]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00aa96d0-c5e7-4281-b3a8-969402e3711b",
   "metadata": {},
   "source": [
    "上述代码的目的是进行时间序列数据的预处理，将原始的时间序列数据转换为适合机器学习模型输入的格式。具体来说，它通过滑动窗口的方式将时间序列数据分割成多个样本，每个样本包含一定数量的时间步 `time_steps` 的特征数据以及对应的一个目标值。`time_steps`：表示每个样本中包含的时间步数。它决定了模型在预测时考虑的历史数据长度。`X_list`：用于存储分割后的特征数据样本的列表。`y_list`：用于存储每个特征数据样本对应的目标值的列表。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be463ccd-bf3b-436d-9b30-98f5b3d724c7",
   "metadata": {},
   "source": [
    "`X_list.append(features_scaled[i:i + time_steps])`：将从当前位置 `i` 开始，长度为 `time_steps` 的特征数据切片添加到 `X_list` 中。这样就得到了一系列连续的时间步的特征数据样本。\n",
    "`y_list.append(target_scaled[i + time_steps])`：将当前位置 `i + time_steps` 的目标值添加到 `y_list` 中。这个目标值对应于当前特征数据样本之后的一个时间步的目标值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e4e18d38-ab12-4511-a16f-5216593e4f65",
   "metadata": {},
   "outputs": [],
   "source": [
    "samples, time_steps, num_features = X.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12a1aae5-0177-4b6a-9eaf-4e2a41710dd7",
   "metadata": {},
   "source": [
    "**Data set segmentation**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd216f89-d2fa-4fc7-8bf8-b0404ae25fda",
   "metadata": {},
   "source": [
    "`train_test_split` split arrays or matrices into random train and test subsets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4a46f0c3-e2ed-4c2d-bd97-1cbf062f2a4b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(20958, 10, 1) (5240, 10, 1) (20958, 1) (5240, 1)\n"
     ]
    }
   ],
   "source": [
    "X_train, X_valid,\\\n",
    "    y_train, y_valid = train_test_split(X, y, \n",
    "                                        test_size=0.2, \n",
    "                                        random_state=45,\n",
    "                                        shuffle=False)\n",
    "print(X_train.shape, X_valid.shape, y_train.shape, y_valid.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75c6a8ea-130d-4477-9773-e18dd715552e",
   "metadata": {},
   "source": [
    "**Data set tensor (math.)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "30dc4ba3-7dc1-4ff4-a5df-6acca350a6d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([20958, 10, 1]) torch.Size([5240, 10, 1]) torch.Size([20958, 1]) torch.Size([5240, 1])\n"
     ]
    }
   ],
   "source": [
    "# 将 NumPy数组转换为 tensor张量\n",
    "X_train_tensor = torch.from_numpy(X_train).type(torch.Tensor)\n",
    "X_valid_tensor = torch.from_numpy(X_valid).type(torch.Tensor)\n",
    "y_train_tensor = torch.from_numpy(y_train).type(torch.Tensor).view(-1, 1)\n",
    "y_valid_tensor = torch.from_numpy(y_valid).type(torch.Tensor).view(-1, 1)\n",
    "\n",
    "print(X_train_tensor.shape, X_valid_tensor.shape, y_train_tensor.shape, y_valid_tensor.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f66a4be-85f9-411e-ad8d-b899d21c07af",
   "metadata": {},
   "source": [
    "`.type(torch.Tensor)` 确保张量的数据类型为标准的 `torch.Tensor` 类型，`.view(-1, 1)` 对张量进行维度调整"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0afc6239-355c-4f34-b3ed-41d53d3ea3b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "class DataHandler(Dataset):\n",
    "    def __init__(self, X_train_tensor, y_train_tensor, X_valid_tensor, y_valid_tensor):\n",
    "        self.X_train_tensor = X_train_tensor\n",
    "        self.y_train_tensor = y_train_tensor\n",
    "        self.X_valid_tensor = X_valid_tensor\n",
    "        self.y_valid_tensor = y_valid_tensor\n",
    "        \n",
    "    def __len__(self):\n",
    "        return len(self.X_train_tensor)\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        sample = self.X_train_tensor[idx]\n",
    "        labels = self.y_train_tensor[idx]\n",
    "        return sample, labels\n",
    "        \n",
    "    def train_loader(self):\n",
    "        train_dataset = TensorDataset(self.X_train_tensor, self.y_train_tensor)\n",
    "        return DataLoader(train_dataset, batch_size=32, shuffle=True)\n",
    "\n",
    "    def valid_loader(self):\n",
    "        valid_dataset = TensorDataset(self.X_valid_tensor, self.y_valid_tensor)\n",
    "        return DataLoader(valid_dataset, batch_size=32, shuffle=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59df3ed1-4eae-4e7e-a000-1247cf16f1cc",
   "metadata": {},
   "source": [
    "在上述代码中，定义了一个名为 `DataHandler` 的类，它继承自 `torch.utils.data.Dataset`  \n",
    "`__init__` 方法用于接收数据和标签。 \n",
    "`__len__` 方法返回数据集的长度。 \n",
    "`__getitem__` 方法根据给定的索引 `idx` 返回相应的数据样本和标签。 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1990b8ab-cd9f-4259-8478-7a9b879c2904",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_handler = DataHandler(X_train_tensor, y_train_tensor, X_valid_tensor, y_valid_tensor)\n",
    "train_loader = data_handler.train_loader()\n",
    "valid_loader = data_handler.valid_loader()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "84a68fec-bee5-4730-9b01-d3d0ee96ad34",
   "metadata": {},
   "outputs": [],
   "source": [
    "class BiLSTM_Transformer(nn.Module):\n",
    "    def __init__(self, input_dim, hidden_dim, num_layers, num_heads, output_dim, dropout=0.5):\n",
    "        super(BiLSTM_Transformer, self).__init__()\n",
    "        \n",
    "        # BiLSTM层\n",
    "        self.lstm = nn.LSTM(input_dim, hidden_dim, num_layers, batch_first=True, bidirectional=True)\n",
    "        \n",
    "        # Transformer编码器层\n",
    "        encoder_layer = nn.TransformerEncoderLayer(hidden_dim * 2, num_heads, dim_feedforward=hidden_dim * 4, dropout=dropout, batch_first=True)\n",
    "        self.transformer_encoder = nn.TransformerEncoder(encoder_layer, num_layers=num_layers)\n",
    "        \n",
    "        # 输出层\n",
    "        self.fc = nn.Linear(hidden_dim * 2, output_dim)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        # BiLSTM输出\n",
    "        lstm_out, _ = self.lstm(x)\n",
    "        \n",
    "        # Transformer输入：由于BiLSTM是双向的，所以输出维度是hidden_dim * 2\n",
    "        transformer_input = lstm_out\n",
    "        \n",
    "        # Transformer输出\n",
    "        transformer_out = self.transformer_encoder(transformer_input)\n",
    "        \n",
    "        # 预测输出\n",
    "        output = self.fc(transformer_out[:, -1, :])\n",
    "        \n",
    "        return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6cefb1ab-bd55-4aa9-857e-c1c222124856",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = BiLSTM_Transformer(input_dim = num_features, # 输入特征维度\n",
    "                           hidden_dim = 4, \n",
    "                           num_layers = 2, # BiLSTM 中 num_layers为 2\n",
    "                           num_heads = 4, \n",
    "                           output_dim = 1)\n",
    "criterion_mse = nn.MSELoss()  # 定义均方误差损失函数\n",
    "criterion_mae = nn.L1Loss()  # 定义平均绝对误差损失\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=1e-04) # 定义优化器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "76ae0a9e-d0be-4b14-a7ec-0780a8df9207",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "===============================================================================================\n",
       "Layer (type:depth-idx)                        Output Shape              Param #\n",
       "===============================================================================================\n",
       "BiLSTM_Transformer                            [32, 1]                   --\n",
       "├─LSTM: 1-1                                   [32, 10, 8]               672\n",
       "├─TransformerEncoder: 1-2                     [32, 10, 8]               --\n",
       "│    └─ModuleList: 2-1                        --                        --\n",
       "│    │    └─TransformerEncoderLayer: 3-1      [32, 10, 8]               600\n",
       "│    │    └─TransformerEncoderLayer: 3-2      [32, 10, 8]               600\n",
       "├─Linear: 1-3                                 [32, 1]                   9\n",
       "===============================================================================================\n",
       "Total params: 1,881\n",
       "Trainable params: 1,881\n",
       "Non-trainable params: 0\n",
       "Total mult-adds (Units.MEGABYTES): 0.22\n",
       "===============================================================================================\n",
       "Input size (MB): 0.00\n",
       "Forward/backward pass size (MB): 0.02\n",
       "Params size (MB): 0.00\n",
       "Estimated Total Size (MB): 0.02\n",
       "==============================================================================================="
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# batch_size, seq_len(time_steps), input_dim\n",
    "summary(model, (32, time_steps, num_features)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9858c070-63c8-4484-bea5-375c590e5f94",
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(model, iterator, optimizer):\n",
    "    epoch_loss_mse = 0\n",
    "    epoch_loss_mae = 0\n",
    "\n",
    "    model.train()  # 确保模型处于训练模式\n",
    "    for batch in iterator:\n",
    "        optimizer.zero_grad()  # 清空梯度\n",
    "        inputs, targets = batch  # 获取输入和目标值\n",
    "        outputs = model(inputs)  # 前向传播\n",
    "\n",
    "        loss_mse = criterion_mse(outputs, targets)  # 计算损失\n",
    "        loss_mae = criterion_mae(outputs, targets)\n",
    "\n",
    "        combined_loss = loss_mse + loss_mae  # 可以根据需要调整两者的权重\n",
    "\n",
    "        combined_loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        epoch_loss_mse += loss_mse.item()  # 累计损失\n",
    "        epoch_loss_mae += loss_mae.item()\n",
    "\n",
    "    average_loss_mse = epoch_loss_mse / len(iterator)  # 计算平均损失\n",
    "    average_loss_mae = epoch_loss_mae / len(iterator)\n",
    "\n",
    "    return average_loss_mse, average_loss_mae"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8eb6c86-fa82-4464-be0a-a744704fe689",
   "metadata": {},
   "source": [
    "上述代码定义了一个名为 `train` 的函数，用于训练给定的模型。它接收模型、数据迭代器、优化器作为参数，并返回训练过程中的平均损失。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d5d89a8c-5322-459a-803c-16d53714398d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate(model, iterator):\n",
    "    epoch_loss_mse = 0\n",
    "    epoch_loss_mae = 0\n",
    "\n",
    "    model.eval()  # 将模型设置为评估模式，例如关闭 Dropout 等\n",
    "    with torch.no_grad():  # 不需要计算梯度\n",
    "        for batch in iterator:\n",
    "            inputs, targets = batch\n",
    "            outputs = model(inputs)  # 前向传播\n",
    "\n",
    "            loss_mse = criterion_mse(outputs, targets)  # 计算损失\n",
    "            loss_mae = criterion_mae(outputs, targets)\n",
    "\n",
    "            epoch_loss_mse += loss_mse.item()  # 累计损失\n",
    "            epoch_loss_mae += loss_mae.item()\n",
    "\n",
    "    return epoch_loss_mse / len(iterator), epoch_loss_mae / len(iterator)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c22781c-cecd-45dc-8f91-3d0a60f12027",
   "metadata": {},
   "source": [
    "上述代码定义了一个名为 `evaluate` 的函数，用于评估给定模型在给定数据迭代器上的性能。它接收模型、数据迭代器作为参数，并返回评估过程中的平均损失。这个函数通常在模型训练的过程中定期被调用，以监控模型在验证集或测试集上的性能。通过评估模型的性能，可以了解模型的泛化能力和训练的进展情况。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f6400c3d-9e4f-48ce-a6ca-1963760a4435",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 01, Train MSELoss: 0.45846, Train MAELoss: 0.516, Val. MSELoss: 0.10861, Val. MAELoss: 0.253\n",
      "Epoch: 02, Train MSELoss: 0.15595, Train MAELoss: 0.298, Val. MSELoss: 0.08986, Val. MAELoss: 0.223\n",
      "Epoch: 03, Train MSELoss: 0.11736, Train MAELoss: 0.255, Val. MSELoss: 0.06817, Val. MAELoss: 0.189\n",
      "Epoch: 04, Train MSELoss: 0.09147, Train MAELoss: 0.222, Val. MSELoss: 0.05284, Val. MAELoss: 0.163\n",
      "Epoch: 05, Train MSELoss: 0.07257, Train MAELoss: 0.197, Val. MSELoss: 0.04172, Val. MAELoss: 0.145\n",
      "Epoch: 06, Train MSELoss: 0.05967, Train MAELoss: 0.179, Val. MSELoss: 0.03783, Val. MAELoss: 0.140\n",
      "Epoch: 07, Train MSELoss: 0.05260, Train MAELoss: 0.167, Val. MSELoss: 0.03628, Val. MAELoss: 0.138\n",
      "Epoch: 08, Train MSELoss: 0.04837, Train MAELoss: 0.161, Val. MSELoss: 0.03474, Val. MAELoss: 0.135\n",
      "Epoch: 09, Train MSELoss: 0.04558, Train MAELoss: 0.155, Val. MSELoss: 0.03408, Val. MAELoss: 0.135\n",
      "Epoch: 10, Train MSELoss: 0.04408, Train MAELoss: 0.153, Val. MSELoss: 0.03381, Val. MAELoss: 0.135\n",
      "Epoch: 11, Train MSELoss: 0.04288, Train MAELoss: 0.151, Val. MSELoss: 0.03343, Val. MAELoss: 0.134\n",
      "Epoch: 12, Train MSELoss: 0.04147, Train MAELoss: 0.149, Val. MSELoss: 0.03333, Val. MAELoss: 0.133\n",
      "Epoch: 13, Train MSELoss: 0.04049, Train MAELoss: 0.147, Val. MSELoss: 0.03293, Val. MAELoss: 0.133\n",
      "Epoch: 14, Train MSELoss: 0.04031, Train MAELoss: 0.146, Val. MSELoss: 0.03313, Val. MAELoss: 0.133\n",
      "Epoch: 15, Train MSELoss: 0.03962, Train MAELoss: 0.145, Val. MSELoss: 0.03276, Val. MAELoss: 0.132\n",
      "Epoch: 16, Train MSELoss: 0.03919, Train MAELoss: 0.144, Val. MSELoss: 0.03276, Val. MAELoss: 0.132\n",
      "Epoch: 17, Train MSELoss: 0.03895, Train MAELoss: 0.144, Val. MSELoss: 0.03252, Val. MAELoss: 0.132\n",
      "Epoch: 18, Train MSELoss: 0.03870, Train MAELoss: 0.143, Val. MSELoss: 0.03253, Val. MAELoss: 0.132\n",
      "Epoch: 19, Train MSELoss: 0.03833, Train MAELoss: 0.142, Val. MSELoss: 0.03300, Val. MAELoss: 0.133\n",
      "Epoch: 20, Train MSELoss: 0.03806, Train MAELoss: 0.142, Val. MSELoss: 0.03240, Val. MAELoss: 0.132\n",
      "Epoch: 21, Train MSELoss: 0.03803, Train MAELoss: 0.141, Val. MSELoss: 0.03234, Val. MAELoss: 0.131\n",
      "Epoch: 22, Train MSELoss: 0.03784, Train MAELoss: 0.141, Val. MSELoss: 0.03227, Val. MAELoss: 0.131\n",
      "Epoch: 23, Train MSELoss: 0.03745, Train MAELoss: 0.140, Val. MSELoss: 0.03213, Val. MAELoss: 0.131\n",
      "Epoch: 24, Train MSELoss: 0.03733, Train MAELoss: 0.140, Val. MSELoss: 0.03214, Val. MAELoss: 0.131\n",
      "Epoch: 25, Train MSELoss: 0.03725, Train MAELoss: 0.140, Val. MSELoss: 0.03200, Val. MAELoss: 0.131\n",
      "Epoch: 26, Train MSELoss: 0.03732, Train MAELoss: 0.140, Val. MSELoss: 0.03203, Val. MAELoss: 0.131\n",
      "Epoch: 27, Train MSELoss: 0.03736, Train MAELoss: 0.140, Val. MSELoss: 0.03216, Val. MAELoss: 0.131\n",
      "Epoch: 28, Train MSELoss: 0.03722, Train MAELoss: 0.140, Val. MSELoss: 0.03194, Val. MAELoss: 0.131\n",
      "Epoch: 29, Train MSELoss: 0.03696, Train MAELoss: 0.139, Val. MSELoss: 0.03209, Val. MAELoss: 0.131\n",
      "Epoch: 30, Train MSELoss: 0.03693, Train MAELoss: 0.139, Val. MSELoss: 0.03262, Val. MAELoss: 0.132\n",
      "Epoch: 31, Train MSELoss: 0.03707, Train MAELoss: 0.140, Val. MSELoss: 0.03199, Val. MAELoss: 0.131\n",
      "Epoch: 32, Train MSELoss: 0.03667, Train MAELoss: 0.139, Val. MSELoss: 0.03198, Val. MAELoss: 0.131\n",
      "Epoch: 33, Train MSELoss: 0.03667, Train MAELoss: 0.139, Val. MSELoss: 0.03184, Val. MAELoss: 0.131\n",
      "Epoch: 34, Train MSELoss: 0.03684, Train MAELoss: 0.139, Val. MSELoss: 0.03199, Val. MAELoss: 0.132\n",
      "Epoch: 35, Train MSELoss: 0.03665, Train MAELoss: 0.139, Val. MSELoss: 0.03171, Val. MAELoss: 0.131\n",
      "Epoch: 36, Train MSELoss: 0.03666, Train MAELoss: 0.139, Val. MSELoss: 0.03175, Val. MAELoss: 0.131\n",
      "Epoch: 37, Train MSELoss: 0.03654, Train MAELoss: 0.138, Val. MSELoss: 0.03285, Val. MAELoss: 0.132\n",
      "Epoch: 38, Train MSELoss: 0.03659, Train MAELoss: 0.139, Val. MSELoss: 0.03163, Val. MAELoss: 0.131\n",
      "Epoch: 39, Train MSELoss: 0.03656, Train MAELoss: 0.139, Val. MSELoss: 0.03186, Val. MAELoss: 0.131\n",
      "Epoch: 40, Train MSELoss: 0.03652, Train MAELoss: 0.139, Val. MSELoss: 0.03144, Val. MAELoss: 0.130\n",
      "Epoch: 41, Train MSELoss: 0.03656, Train MAELoss: 0.138, Val. MSELoss: 0.03154, Val. MAELoss: 0.130\n",
      "Epoch: 42, Train MSELoss: 0.03634, Train MAELoss: 0.138, Val. MSELoss: 0.03177, Val. MAELoss: 0.131\n",
      "Epoch: 43, Train MSELoss: 0.03603, Train MAELoss: 0.138, Val. MSELoss: 0.03165, Val. MAELoss: 0.130\n",
      "Epoch: 44, Train MSELoss: 0.03645, Train MAELoss: 0.138, Val. MSELoss: 0.03130, Val. MAELoss: 0.130\n",
      "Epoch: 45, Train MSELoss: 0.03610, Train MAELoss: 0.138, Val. MSELoss: 0.03149, Val. MAELoss: 0.130\n",
      "Epoch: 46, Train MSELoss: 0.03634, Train MAELoss: 0.138, Val. MSELoss: 0.03157, Val. MAELoss: 0.131\n",
      "Epoch: 47, Train MSELoss: 0.03615, Train MAELoss: 0.138, Val. MSELoss: 0.03146, Val. MAELoss: 0.130\n",
      "Epoch: 48, Train MSELoss: 0.03623, Train MAELoss: 0.138, Val. MSELoss: 0.03163, Val. MAELoss: 0.131\n",
      "Epoch: 49, Train MSELoss: 0.03623, Train MAELoss: 0.138, Val. MSELoss: 0.03144, Val. MAELoss: 0.130\n",
      "Epoch: 50, Train MSELoss: 0.03615, Train MAELoss: 0.138, Val. MSELoss: 0.03129, Val. MAELoss: 0.130\n",
      "Epoch: 51, Train MSELoss: 0.03591, Train MAELoss: 0.137, Val. MSELoss: 0.03182, Val. MAELoss: 0.131\n",
      "Epoch: 52, Train MSELoss: 0.03601, Train MAELoss: 0.138, Val. MSELoss: 0.03129, Val. MAELoss: 0.130\n",
      "Epoch: 53, Train MSELoss: 0.03593, Train MAELoss: 0.138, Val. MSELoss: 0.03132, Val. MAELoss: 0.130\n",
      "Epoch: 54, Train MSELoss: 0.03603, Train MAELoss: 0.138, Val. MSELoss: 0.03129, Val. MAELoss: 0.130\n",
      "Epoch: 55, Train MSELoss: 0.03585, Train MAELoss: 0.138, Val. MSELoss: 0.03107, Val. MAELoss: 0.129\n",
      "Epoch: 56, Train MSELoss: 0.03590, Train MAELoss: 0.137, Val. MSELoss: 0.03122, Val. MAELoss: 0.129\n",
      "Epoch: 57, Train MSELoss: 0.03580, Train MAELoss: 0.137, Val. MSELoss: 0.03110, Val. MAELoss: 0.130\n",
      "Epoch: 58, Train MSELoss: 0.03593, Train MAELoss: 0.137, Val. MSELoss: 0.03125, Val. MAELoss: 0.129\n",
      "Epoch: 59, Train MSELoss: 0.03585, Train MAELoss: 0.138, Val. MSELoss: 0.03115, Val. MAELoss: 0.130\n",
      "Epoch: 60, Train MSELoss: 0.03588, Train MAELoss: 0.137, Val. MSELoss: 0.03125, Val. MAELoss: 0.130\n",
      "Epoch: 61, Train MSELoss: 0.03584, Train MAELoss: 0.137, Val. MSELoss: 0.03122, Val. MAELoss: 0.129\n",
      "Epoch: 62, Train MSELoss: 0.03555, Train MAELoss: 0.137, Val. MSELoss: 0.03103, Val. MAELoss: 0.129\n",
      "Epoch: 63, Train MSELoss: 0.03575, Train MAELoss: 0.137, Val. MSELoss: 0.03099, Val. MAELoss: 0.129\n",
      "Epoch: 64, Train MSELoss: 0.03592, Train MAELoss: 0.137, Val. MSELoss: 0.03135, Val. MAELoss: 0.129\n",
      "Epoch: 65, Train MSELoss: 0.03562, Train MAELoss: 0.137, Val. MSELoss: 0.03104, Val. MAELoss: 0.130\n",
      "Epoch: 66, Train MSELoss: 0.03556, Train MAELoss: 0.137, Val. MSELoss: 0.03114, Val. MAELoss: 0.129\n",
      "Epoch: 67, Train MSELoss: 0.03584, Train MAELoss: 0.137, Val. MSELoss: 0.03102, Val. MAELoss: 0.130\n",
      "Epoch: 68, Train MSELoss: 0.03563, Train MAELoss: 0.137, Val. MSELoss: 0.03113, Val. MAELoss: 0.129\n",
      "Epoch: 69, Train MSELoss: 0.03562, Train MAELoss: 0.137, Val. MSELoss: 0.03085, Val. MAELoss: 0.129\n",
      "Epoch: 70, Train MSELoss: 0.03564, Train MAELoss: 0.137, Val. MSELoss: 0.03096, Val. MAELoss: 0.129\n",
      "Epoch: 71, Train MSELoss: 0.03550, Train MAELoss: 0.136, Val. MSELoss: 0.03089, Val. MAELoss: 0.129\n",
      "Epoch: 72, Train MSELoss: 0.03552, Train MAELoss: 0.136, Val. MSELoss: 0.03102, Val. MAELoss: 0.129\n",
      "Epoch: 73, Train MSELoss: 0.03542, Train MAELoss: 0.136, Val. MSELoss: 0.03095, Val. MAELoss: 0.129\n",
      "Epoch: 74, Train MSELoss: 0.03537, Train MAELoss: 0.136, Val. MSELoss: 0.03096, Val. MAELoss: 0.130\n",
      "Epoch: 75, Train MSELoss: 0.03568, Train MAELoss: 0.137, Val. MSELoss: 0.03073, Val. MAELoss: 0.129\n",
      "Epoch: 76, Train MSELoss: 0.03541, Train MAELoss: 0.136, Val. MSELoss: 0.03078, Val. MAELoss: 0.129\n",
      "Epoch: 77, Train MSELoss: 0.03547, Train MAELoss: 0.136, Val. MSELoss: 0.03075, Val. MAELoss: 0.129\n",
      "Epoch: 78, Train MSELoss: 0.03532, Train MAELoss: 0.137, Val. MSELoss: 0.03076, Val. MAELoss: 0.129\n",
      "Epoch: 79, Train MSELoss: 0.03532, Train MAELoss: 0.136, Val. MSELoss: 0.03073, Val. MAELoss: 0.129\n",
      "Epoch: 80, Train MSELoss: 0.03553, Train MAELoss: 0.136, Val. MSELoss: 0.03072, Val. MAELoss: 0.129\n",
      "Epoch: 81, Train MSELoss: 0.03541, Train MAELoss: 0.136, Val. MSELoss: 0.03093, Val. MAELoss: 0.129\n",
      "Epoch: 82, Train MSELoss: 0.03554, Train MAELoss: 0.137, Val. MSELoss: 0.03089, Val. MAELoss: 0.129\n",
      "Epoch: 83, Train MSELoss: 0.03545, Train MAELoss: 0.136, Val. MSELoss: 0.03083, Val. MAELoss: 0.129\n",
      "Epoch: 84, Train MSELoss: 0.03524, Train MAELoss: 0.136, Val. MSELoss: 0.03096, Val. MAELoss: 0.129\n",
      "Epoch: 85, Train MSELoss: 0.03512, Train MAELoss: 0.136, Val. MSELoss: 0.03084, Val. MAELoss: 0.129\n",
      "Epoch: 86, Train MSELoss: 0.03542, Train MAELoss: 0.136, Val. MSELoss: 0.03078, Val. MAELoss: 0.129\n",
      "Epoch: 87, Train MSELoss: 0.03515, Train MAELoss: 0.136, Val. MSELoss: 0.03096, Val. MAELoss: 0.129\n",
      "Epoch: 88, Train MSELoss: 0.03522, Train MAELoss: 0.136, Val. MSELoss: 0.03067, Val. MAELoss: 0.129\n",
      "Epoch: 89, Train MSELoss: 0.03510, Train MAELoss: 0.136, Val. MSELoss: 0.03061, Val. MAELoss: 0.129\n",
      "Epoch: 90, Train MSELoss: 0.03534, Train MAELoss: 0.136, Val. MSELoss: 0.03066, Val. MAELoss: 0.129\n",
      "Epoch: 91, Train MSELoss: 0.03510, Train MAELoss: 0.136, Val. MSELoss: 0.03073, Val. MAELoss: 0.129\n",
      "Epoch: 92, Train MSELoss: 0.03512, Train MAELoss: 0.136, Val. MSELoss: 0.03089, Val. MAELoss: 0.130\n",
      "Epoch: 93, Train MSELoss: 0.03528, Train MAELoss: 0.136, Val. MSELoss: 0.03055, Val. MAELoss: 0.129\n",
      "Epoch: 94, Train MSELoss: 0.03561, Train MAELoss: 0.137, Val. MSELoss: 0.03060, Val. MAELoss: 0.128\n",
      "Epoch: 95, Train MSELoss: 0.03515, Train MAELoss: 0.136, Val. MSELoss: 0.03064, Val. MAELoss: 0.129\n",
      "Epoch: 96, Train MSELoss: 0.03495, Train MAELoss: 0.136, Val. MSELoss: 0.03072, Val. MAELoss: 0.129\n",
      "Epoch: 97, Train MSELoss: 0.03517, Train MAELoss: 0.136, Val. MSELoss: 0.03066, Val. MAELoss: 0.129\n",
      "Epoch: 98, Train MSELoss: 0.03507, Train MAELoss: 0.136, Val. MSELoss: 0.03144, Val. MAELoss: 0.131\n",
      "Epoch: 99, Train MSELoss: 0.03503, Train MAELoss: 0.136, Val. MSELoss: 0.03061, Val. MAELoss: 0.129\n",
      "Epoch: 100, Train MSELoss: 0.03528, Train MAELoss: 0.136, Val. MSELoss: 0.03062, Val. MAELoss: 0.129\n"
     ]
    }
   ],
   "source": [
    "epoch = 100\n",
    "train_mselosses = []\n",
    "valid_mselosses = []\n",
    "train_maelosses = []\n",
    "valid_maelosses = []\n",
    "\n",
    "for epoch in range(epoch):\n",
    "    train_loss_mse, train_loss_mae = train(model, train_loader, optimizer)\n",
    "    valid_loss_mse, valid_loss_mae = evaluate(model, valid_loader)\n",
    "    \n",
    "    train_mselosses.append(train_loss_mse)\n",
    "    valid_mselosses.append(valid_loss_mse)\n",
    "    train_maelosses.append(train_loss_mae)\n",
    "    valid_maelosses.append(valid_loss_mae)\n",
    "    \n",
    "    print(f'Epoch: {epoch+1:02}, Train MSELoss: {train_loss_mse:.5f}, Train MAELoss: {train_loss_mae:.3f}, Val. MSELoss: {valid_loss_mse:.5f}, Val. MAELoss: {valid_loss_mae:.3f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51c5c1b8-1851-4845-a1bf-a324eeb25930",
   "metadata": {},
   "source": [
    "Plotting training and validation loss over epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "760cfece-1586-4f1b-8be5-6a5d1dbc32ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制 MSE损失图\n",
    "plt.figure(figsize=(12, 5))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(train_mselosses, label='Train MSELoss')\n",
    "plt.plot(valid_mselosses, label='Validation MSELoss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('MSELoss')\n",
    "plt.title('Train and Validation MSELoss')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "\n",
    "# 绘制 MAE损失图\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(train_maelosses, label='Train MAELoss')\n",
    "plt.plot(valid_maelosses, label='Validation MAELoss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('MAELoss')\n",
    "plt.title('Train and Validation MAELoss')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2320df4d-34d9-423a-baae-c3a4eba4243f",
   "metadata": {},
   "source": [
    "# <font face= 'Comic Sans MS' size= 6 color= '#b89bd5'>Model evaluation</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7eb05680-5029-43d5-8603-206b83bfb03c",
   "metadata": {},
   "source": [
    "定义预测函数 `prediction` 以方便调用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "033d6a20-c878-4a5a-9ccd-061146dd5f3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义 prediction函数\n",
    "def prediction(model, iterator): \n",
    "    all_targets = []\n",
    "    all_predictions = []\n",
    "\n",
    "    model.eval()\n",
    "    with torch.no_grad():\n",
    "        for batch in iterator:\n",
    "            inputs, targets = batch\n",
    "            predictions = model(inputs)\n",
    "            \n",
    "            all_targets.extend(targets.numpy())\n",
    "            all_predictions.extend(predictions.numpy())\n",
    "    return all_targets, all_predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14d69be6-a911-4cc9-a6c3-ab6870df76f3",
   "metadata": {},
   "source": [
    "这段代码定义了一个名为 `prediction` 的函数，其主要目的是使用给定的模型对输入数据进行预测，并收集所有的目标值和预测值。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "251b793b-20c8-4a73-bcb0-88490d206204",
   "metadata": {},
   "source": [
    "**验证集预测**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c2fd8a57-d32a-48dd-aa71-6ba02a772036",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模型预测\n",
    "targets, predictions = prediction(model, valid_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "36a30856-f88b-4455-9815-75381fd901ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "denormalized_targets = scaler.inverse_transform(targets)\n",
    "denormalized_predictions = scaler.inverse_transform(predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "03068da2-c682-4f29-bb00-1de70cb1c915",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[100.00000053],\n",
       "       [ 96.99999976],\n",
       "       [ 96.00000103],\n",
       "       [ 82.99999921],\n",
       "       [ 77.00000225],\n",
       "       [ 84.00000023],\n",
       "       [ 81.00000175],\n",
       "       [ 76.00000123],\n",
       "       [ 80.00000073],\n",
       "       [ 82.99999921]])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "denormalized_targets[0:10, ...]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "fdb34f40-c63c-4d41-9d4e-23fc325dd5ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zmD59OgBAFEXMnDkTAwYMkO8LANixY4csMEm51rp37w4Aur9vtLq0bNky7HO933DNmjW49NJLUVxcjKKiIpSWluLaa6+N67zSuY3Odfrpp+PgwYMoLy9Xfa69f6XQ1EjXrFmzZrj77rvx9ttvo06dOujXrx9ef/11lc0bN26EKIpo2bIlSktLVf+tW7dO3qghXvR+41NPPRUVFRU4cOBAmL1KYrVN+j215/J4PGHPrBbpOdKGhCbC9u3bDa+t9L2SeK6tknh/t1juj2Tx+OOP48iRIzj11FPRtm1b3Hvvvfj999+Tfl6CIAgis6CcZQRBEETaU1RUhAYNGmD16tWm/i5W7w+Xy2Xqc1GTuD8WFi1ahIsvvhjdunXDxIkTUb9+fXg8HkyZMgUffvhh2PF6+bH0GDp0KM4//3x89tlnmDNnDp577jk888wz+PTTTzFgwADTdhrV2SkaNGiA888/HzNmzMBDDz2EpUuXYseOHap8XIFAAH369MFff/2F+++/H61atUJ+fj527dqFESNG6Cbmt4IjR46ge/fuKCoqwuOPP47mzZsjJycHv/76K+6///6knVdLvPfpCy+8gBEjRuDzzz/HnDlzMGbMGDz99NNYunQpGjZsCEEQwHEcvv76a91zxJKXzCq0z0Mq2ZZMEm2DEvndot0fRu1rrJuBGNGtWzds3rxZPu/bb7+Nl156CW+++SZuvPHGhMomCIIgCAkSywiCIAgmuPDCCzFp0iQsWbJEFTKpR5MmTSAIAjZu3Ch7bADB5NpHjhxBkyZNLLVNEARs2bJF9iYDgA0bNgCAnIz9k08+QU5ODmbPno3s7Gz5uClTpiR8/vr16+O2227Dbbfdhv3796NDhw546qmnMGDAALmu69evR8+ePVV/t379est+C+V5lB47Xq8XW7duRe/eveMu+4orrsBtt92G9evXY/r06cjLy8NFF10kf79q1Sps2LAB06ZNw7Bhw+TP4909r0mTJrohYOvXr1e9nz9/Pg4dOoRPP/0U3bp1kz/funVr2N/GKtwqf0ctf/zxB+rUqYP8/PyYyoqFtm3bom3btnjkkUewePFidO3aFW+++SaefPJJNG/eHKIoolmzZqp7W494whL1fuMNGzYgLy/PMEG+RKy2Sb/nxo0bVfe/z+fD1q1b0b59e8O/le7jaCK9mbo3adLE8Noq7U0WZq4pEPn+kLzclLvdAuHecUZE+t1KSkpw/fXX4/rrr8eJEyfQrVs3jB8/nsQygiAIwjIoDJMgCIJggvvuuw/5+fm48cYbsW/fvrDvN2/ejAkTJgAABg4cCCC445qSF198EQDCdp60gtdee01+LYoiXnvtNXg8HvTq1QtA0EOE4ziV18W2bdvw3//+N+5zBgKBsLCosrIyNGjQANXV1QCAs88+G2VlZXjzzTflzwDg66+/xrp16yz7LXr37o2srCy88sorKq+XyZMn4+jRowmdZ8iQIXC5XPjoo48wc+ZMXHjhhSrBSPKQUZ5XFEX5fjDLwIEDsXTpUixbtkz+7MCBA/jggw9Ux+md1+v1YuLEiWFl5ufnxxTCVr9+fZx55pmYNm2aSoRYvXo15syZI9/biXLs2DH4/X7VZ23btgXP8/J9ctlll8HlcuGxxx4L82QSRRGHDh2S38daPyVLlixR5ev7888/8fnnn6Nv375RPRxjte3ss89GaWkp3nzzTXi9XvmYqVOnhok8WkpLS9GtWze888472LFjR9g5JKR7MVp5QPDeWrZsGZYsWSJ/Vl5ejkmTJqFp06Yx5SlMhFh/t1juj6KiItSpUwcLFy5UHad3/+uRn5+v+5sp7ysg6O3WokULVftFEARBEIlCnmUEQRAEEzRv3hwffvghrrjiCpx++ukYNmwY2rRpA6/Xi8WLF2PmzJkYMWIEAKB9+/YYPnw4Jk2aJIfKLVu2DNOmTcMll1yCCy64wFLbcnJy8M0332D48OH429/+hq+//hpfffUVHnroIdlDZtCgQXjxxRfRv39/XH311di/fz9ef/11tGjRIu58PMePH0fDhg3x97//He3bt0dBQQHmzZuHn3/+GS+88AKAYG6mZ555Btdffz26d++Oq666Cvv27cOECRPQtGlT3HXXXZb8BqWlpXjwwQfx2GOPoX///rj44ouxfv16TJw4Eeecc46cxyseysrKcMEFF+DFF1/E8ePHccUVV6i+b9WqFZo3b4577rkHu3btQlFRET755JOY8zppue+++/Dee++hf//+uPPOO5Gfn49JkyahSZMmqmt17rnn4qSTTsLw4cMxZswYcByH9957TzdErmPHjpg+fTruvvtunHPOOSgoKFB5xyl57rnnMGDAAHTp0gUjR45EZWUlXn31VRQXF2P8+PFx1UnLd999h9tvvx2XX345Tj31VPj9frz33ntwuVwYMmQIgOAz9+STT+LBBx/Etm3bcMkll6CwsBBbt27FZ599hlGjRuGee+4xXT+JNm3aoF+/fhgzZgyys7NlkeWxxx6Lan+stnk8Hjz55JO4+eab0bNnT1xxxRXYunUrpkyZEjVnGQC88sorOO+889ChQweMGjUKzZo1w7Zt2/DVV19hxYoVct0B4OGHH8aVV14Jj8eDiy66SNcD8IEHHsBHH32EAQMGYMyYMSgpKcG0adOwdetWfPLJJ6rNMZJBrL9bLPcHANx4443497//jRtvvBFnn302Fi5cKHvVRqNjx45444038OSTT6JFixYoKytDz5490bp1a/To0QMdO3ZESUkJfvnlF3z88ceqTVQIgiAIImHs23iTIAiCIJLPhg0bxJtuukls2rSpmJWVJRYWFopdu3YVX331VbGqqko+zufziY899pjYrFkz0ePxiI0aNRIffPBB1TGiKIpNmjQRBw0aFHYeAOLo0aNVn23dulUEID733HPyZ8OHDxfz8/PFzZs3i3379hXz8vLEunXriuPGjRMDgYDq7ydPniy2bNlSzM7OFlu1aiVOmTJFHDdunKjtrvXOrfxu3LhxoiiKYnV1tXjvvfeK7du3FwsLC8X8/Hyxffv24sSJE8P+bvr06eJZZ50lZmdniyUlJeI111wj7ty5U3WMVBctejYa8dprr4mtWrUSPR6PWLduXfHWW28VDx8+rFvegQMHYipTFEXxP//5jwhALCwsFCsrK8O+X7t2rdi7d2+xoKBArFOnjnjTTTeJK1euFAGIU6ZMiViXJk2aiMOHD1d99vvvv4vdu3cXc3JyxJNPPll84oknxMmTJ4sAxK1bt8rH/fjjj2Lnzp3F3NxcsUGDBuJ9990nzp49WwQgfv/99/JxJ06cEK+++mqxVq1aIgCxSZMmoiiG7imljaIoivPmzRO7du0q5ubmikVFReJFF10krl27NqbfccqUKWF2atmyZYt4ww03iM2bNxdzcnLEkpIS8YILLhDnzZsXduwnn3winnfeeWJ+fr6Yn58vtmrVShw9erS4fv36qPUzQrrH33//ffmZOOuss1S/WaQ6mrFNFEVx4sSJYrNmzcTs7Gzx7LPPFhcuXCh2795d7N69u3yM0bVYvXq1eOmll4q1atUSc3JyxNNOO0385z//qTrmiSeeEE8++WSR53nVb693b23evFn8+9//LpfXqVMn8csvv1Qd8/3334sAxJkzZ6o+N7JRS6K/W6z3R0VFhThy5EixuLhYLCwsFIcOHSru379f1U6Jov49uXfvXnHQoEFiYWGhCEC+Fk8++aTYqVMnsVatWmJubq7YqlUr8amnnhK9Xm/EOhMEQRCEGThRjCMLMUEQBEEQMTFixAh8/PHHOHHihNOmEETawHEcRo8erQpfJgiCIAiCsAvKWUYQBEEQBEEQBEEQBEEQNZBYRhAEQRAEQRAEQRAEQRA1kFhGEARBEARBEARBEARBEDVQzjKCIAiCIAiCIAiCIAiCqIE8ywiCIAiCIAiCIAiCIAiiBhLLCIIgCIIgCIIgCIIgCKIGt9MGREMQBOzevRuFhYXgOM5pcwiCIAiCIAiCIAiCIIg0QxRFHD9+HA0aNADPR/YdS3mxbPfu3WjUqJHTZhAEQRAEQRAEQRAEQRBpzp9//omGDRtGPCblxbLCwkIAwcoUFRU5bI11+Hw+zJkzB3379oXH43HaHIJIaeh5IYjYoeeFIGKHnheCiB16Xggiduh5SU2OHTuGRo0ayTpTJFJeLJNCL4uKipgTy/Ly8lBUVEQPD0FEgZ4Xgogdel4IInboeSGI2KHnhSBih56X1CaWFF+U4J8gCIIgCIIgCIIgCIIgaiCxjCAIgiAIgiAIgiAIgiBqILGMIAiCIAiCIAiCIAiCIGpI+ZxlBEEQBEEQBEEQBEEQWgKBAHw+n9NmhOHz+eB2u1FVVYVAIOC0ORlFVlYWeD5xvzASywiCIAiCIAiCIAiCSBtEUcTevXtx5MgRp03RRRRF1KtXD3/++WdMyeQJ6+B5Hs2aNUNWVlZC5ZBYRhAEQRAEQRAEQRBE2iAJZWVlZcjLy0s5QUoQBJw4cQIFBQWWeDkRsSEIAnbv3o09e/agcePGCd0XJJYRBEEQBEEQBEEQBJEWBAIBWSirXbu20+boIggCvF4vcnJySCyzmdLSUuzevRt+vx8ejyfucuiqEQRBEARBEARBEASRFkg5yvLy8hy2hEhFpPDLRHPFkVhGEARBEARBEARBEERakWqhl0RqYNV9QWIZQRAEQRAEQRAEQRAEQdRAYhlBEARBEARBEARBEESGw3Ec/vvf/yb1HD169MDYsWOTeg4rILGMIAiCIAiCIAiCIAjCJpYsWQKXy4VBgwaZ/tumTZvi5Zdftt6oKFx00UXo37+/7neLFi0Cx3H4/fffbbYqeZBYRhAEQRAEQRAEQRAEYROTJ0/GHXfcgYULF2L37t1OmxMTI0eOxNy5c7Fz586w76ZMmYKzzz4b7dq1c8Cy5EBiGUEQBEEQBEEQBEEQhA2cOHEC06dPx6233opBgwZh6tSpYcd88cUXOOecc5CTk4M6derg0ksvBRAMYdy+fTvuuusucBwnJ7MfP348zjzzTFUZL7/8Mpo2bSq///nnn9GnTx/UqVMHxcXF6N69O3799deY7b7wwgtRWloaZu+JEycwc+ZMjBw5EocOHcJVV12Fk08+GXl5eWjbti0++uijiOXqhX7WqlVLdZ4///wTQ4cORa1atVBSUoLBgwdj27ZtMdseDySWEQRBEARBEARBEASRtogiUF7uzH+iaM7WGTNmoFWrVjjttNNw7bXX4p133oGoKOSrr77CpZdeioEDB+K3337Dt99+i06dOgEAPv30UzRs2BCPP/449uzZgz179sR83uPHj2P48OH44YcfsHTpUrRs2RIDBw7E8ePHY/p7t9uNYcOGYerUqSp7Z86ciUAggKuuugpVVVXo2LEjvvrqK6xevRqjRo3Cddddh2XLlsVspxafz4d+/fqhsLAQixYtwo8//oiCggL0798fXq837nKj4U5ayQRBEARBEARBEARBEEmmogIoKHDm3CdOAPn5sR8/efJkXHvttQCA/v374+jRo1iwYAF69OgBAHjqqadw5ZVX4rHHHpP/pn379gCAkpISuFwuFBYWol69eqbs7Nmzp+r9pEmTUKtWLSxYsAAXXnhhTGXccMMNeO6551T2TpkyBUOGDEFxcTGKi4txzz33yMffcccdmD17NmbMmCELfmaZPn06BEHA22+/LXvSTZkyBbVq1cL8+fPRt2/fuMqNBnmWEQRBEARBEARBEARBJJn169dj2bJluOqqqwAEvbWuuOIKTJ48WT5mxYoV6NWrl+Xn3rdvH2666Sa0bNkSxcXFKCoqwokTJ7Bjx46Yy2jVqhXOPfdcvPPOOwCATZs2YdGiRRg5ciQAIBAI4IknnkDbtm1RUlKCgoICzJ4929Q5tKxcuRKbNm1CYWEhCgoKUFBQgJKSElRVVWHz5s1xlxsN8iwjCIIgCIIgCIIgCCJtycsLeng5de5YmTx5Mvx+Pxo0aCB/JooisrOz8dprr6G4uBi5ubmmbeB5XhUaCQTDF5UMHz4chw4dwoQJE9CkSRNkZ2ejS5cupkMZR44ciTvuuAOvv/46pkyZgubNm6N79+4AgOeeew4TJkzAyy+/jLZt2yI/Px9jx46NeA6O4yLafuLECXTs2BEffPBB2N+Wlpaast0MJJYRBEEQBEEQBEEQBJG2cJy5UEgn8Pv9ePfdd/HCCy+EhQ5ecskl+Oijj3DLLbegXbt2+Pbbb3H99dfrlpOVlYVAIKD6rLS0FHv37oUoinKo4ooVK1TH/Pjjj5g4cSIGDhwIIJg0/+DBg6brMXToUNx555348MMP8e677+LWW2+Vz/njjz9i8ODBcpipIAjYsGEDWrdubVheaWmpKvfaxo0bUVFRIb/v0KEDpk+fjrKyMhQVFZm2N14oDJMgCIIgCIIgCIIgCCKJfPnllzh8+DBGjhyJNm3aqP4bMmSIHIo5btw4fPTRRxg3bhzWrVuHVatW4ZlnnpHLadq0KRYuXIhdu3bJYlePHj1w4MABPPvss9i8eTNef/11fP3116rzt2zZEu+99x7WrVuHn376Cddcc01cXmwFBQW44oor8OCDD2LPnj0YMWKE6hxz587F4sWLsW7dOtx8883Yt29fxPJ69uyJ1157Db/99ht++eUX3HLLLfB4PPL311xzDerUqYPBgwdj0aJF2Lp1K+bPn48xY8Zg586dpu2PFRLLCIIgCIIgCIIgCIIgksjkyZPRu3dvFBcXh303ZMgQ/PLLL/j999/Ro0cPzJw5E//73/9w5plnomfPnqrdJB9//HFs27YNzZs3l8MQTz/9dEycOBGvv/462rdvj2XLlqkS7UvnP3z4MDp06IDrrrsOY8aMQVlZWVx1GTlyJA4fPox+/fqpQkofeeQRdOjQAf369UOPHj1Qr149XHLJJRHLeuGFF9CoUSOcf/75uPrqq3HPPfcgTxHbmpeXh4ULF6Jx48a47LLLcPrpp2PkyJGoqqpKqqcZJ2qDQ1OMY8eOobi4GEePHrXV5S7Z+Hw+zJo1CwMHDlSppgRBhEPPC0HEDj0vBBE79LwQROzQ80KkClVVVdi6dSuaNWuGnJwcp83RRRAEHDt2DEVFReB58lGyk0j3hxl9ia5aBiAIwF9/OW0FQRAEQRAEQRAEQRBE6kNiWQbQpw9QuzawerXTlhAEQRAEQRAEQRAEQaQ2JJZlAN99F/y3Jl8gQRAEQRAEQRAEQRAEYQCJZRlEzW6uBEEQBEEQBEEQBEEQhAEklmUQJJYRBEEQBEEQBEEQBEFEhsQygiAIgiAIgiAIgiAIgqiBxLIMgjzLCIIgCIIgCIIgCIIgIkNiGUEQBEEQBEEQBEEQBEHUQGJZBkGeZQRBEARBEARBEARBEJEhsYwgCIIgCIIgCIIgCCIN6NGjB8aOHSu/b9q0KV5++eWIf8NxHP773//aale6Q2JZBkGeZQRBEARBEARBEARhPxdddBH69++v+92iRYvAcRx+//130+X+/PPPGDVqVMrZle6QWJZBkFhGEARBEARBEARBEPYzcuRIzJ07Fzt37gz7bsqUKTj77LPRrl070+WWlpYiLy8v5exKd0gsyyA+/9xpCwiCIAiCIAiCIAgi87jwwgtRWlqKqVOnqj4/ceIEZs6ciZEjR+LQoUO46qqrcPLJJyMvLw9t27bFRx99FLFcbRjmxo0b0a1bN+Tk5KB169aYO3euI3bphX7WqlVLdZ4///wTQ4cORa1atVBSUoLBgwdj27ZtEcu1CxLLMoj16522gCAIgiAIgiAIqxFFpy0gCIcRRcBf7sx/MT6Abrcbw4YNw9SpUyEq/mbmzJkIBAK46qqrUFVVhY4dO+Krr77C6tWrMWrUKFx33XVYtmxZTOcQBAGXXXYZsrKy8NNPP+HNN9/E/fff77hdevh8PvTr1w+FhYVYtGgRfvzxRxQUFKB///7wer1xl2sVbqcNIAiCIAiCIAiCIOKjvBw46yygZ0/gzTedtoYgHCJQAcwocObcQ08A7vyYDr3hhhvw3HPPYcGCBejRoweAYKjjkCFDUFxcjOLiYtxzzz3y8XfccQdmz56NGTNmoFOnTlHLnzdvHv744w/Mnj0bDRo0AAD861//woABAxy1S4/p06dDEAS8/fbb4GpyRk2ZMgW1atXC/Pnz0bdv37jKtQryLCMIgiAIgiAIgkhTpk8HNm4E3nrLaUsIgohGq1atcO655+Kdd94BAGzatAmLFi3CyJEjAQCBQABPPPEE2rZti5KSEhQUFGD27NnYsWNHTOWvW7cOjRo1koUyAOjSpYvjdumxcuVKbNq0CYWFhSgoKEBBQQFKSkpQVVWFzZs3x12uVZBnGUEQBEEQBEEQBEEQ6YsrL+jh5dS5TTBy5EjccccdeP311zFlyhQ0b94c3bt3BwA899xzmDBhAl5++WW0bdsW+fn5GDt2rC1hiVbbxXGcKqwTCIZeSpw4cQIdO3bEBx98EPa3paWlFtUqfkgsIwiCIAiCIAiCSFN4ihUiCIDjYg6FdJqhQ4fizjvvxIcffoh3330Xt956qxyG+OOPP2Lw4MG49tprAQRzkG3YsAGtW7eOqezTTz8df/75J/bs2YP69esDAJYuXeqIXaWlpdizZ4/8fuPGjaioqJDfd+jQAdOnT0dZWRmKiopistFOqGklCIIgCIIgCIJIU1wupy0gCMIMBQUFuOKKK/Dggw9iz549GDFihPxdy5YtMXfuXCxevBjr1q3DzTffjH379sVcdu/evXHqqadi+PDhWLlyJRYtWoSHH37YEbt69uyJ1157Db/99ht++eUX3HLLLfB4PPL311xzDerUqYPBgwdj0aJF2Lp1K+bPn48xY8Zg586dMdc5WZBYRhAEQRAEQRAEkaaQZxlBpB8jR47E4cOH0a9fP1V+sUceeQQdOnRAv3790KNHD9SrVw+XXHJJzOXyPI/PPvsMlZWV6NSpE2688UY89dRTjtj1wgsvoFGjRjj//PNx9dVX45577kFeXihkNS8vDwsXLkTjxo1x2WWX4fTTT8fIkSNRVVWVEp5mFIZJEGmIKAJffAG0bQs0a+a0NQRBEARBEIRTkFhGEOlHly5dwvJ5AUBJSQn++9//Rvzb+fPnq95v27ZN9f7UU0/FokWLVJ/pnSvZdjVo0ACzZ89WfXbkyBHV+3r16mHatGkx2WY3JJYRRBoyaxYweHDwdYztHkEQBEEQBMEgFIZJEARhPbQOQTDD9u3AJZcAGhGdSRYscNoCgiAIgiAIIhUgzzKCIAjroaaVYIbrrgM+/xzo1s1pS5KP3++0BQRBEARBEEQqQJ5lBAtUVQFer9NWEEQIEssIZti+3WkL7CMQcNoCgiAIgiAIIhXgOKctIIjE8HqB4mKgbl1KMUOkDiSWEcyQSQMF8iwjCIIgCIIgAHUY5s8/O2eHnRw4ALz1FnDsmNOWJJc9e4BJk4DycqctSS47dgQFsyNHzHmXxZq0nsgsrLovKME/42g2pGCaTMrXQJ5lBEEQBEEQBKAOw+zUKTM8c/r3B379Ffj2W2DGDKetSR5duwJbtwbr+uabTltjD7E4QHg8HgBARUUFcnNzk2wRkW54axRXV4Ix6iSWMc6qVU5bYB+Z5FlGYhlBEARBEAQBZNaCscSvvwb/nTkzmK/4xReBs8921qZksHVr8N8vv3TWjlTD5XKhVq1a2L9/PwAgLy8PXIpNBgVBgNfrRVVVFfhMfEgdQhAEHDhwAHl5eXC7E5O7SCwjmCGT2iASywiCIAiCIAggs8bAeixaBJx/PlBZ6bQlySPFdCDLUXpD7t0LNG4c/W/q1asHALJglmqIoojKykrk5uamnJDHOjzPo3Hjxgn/7iSWEcyQSW0Q5SwjCIIgCIIgANoNEwjupMgyrAuiSrGsSRPgjz+A006L/Dccx6F+/fooKyuDz+dLroFx4PP5sHDhQnTr1k0OGyXsISsryxJvPhLLCGZgvRNRQp5lBEEQBEEQBJBZY+BMJZOcAgDg00+BBx+M7ViXy5Vwbqpk4HK54Pf7kZOTQ2JZmkJNK+NkUsOaSQMF8iwjCIIgCIIgAPIsywRYn+dkwqYURPrB+GNHZBKsdyJKlGLZ2rXO2UEQBEEQBEE4SyYtjmcqdI0Jwn4ySF4gWCeTOhFBCL2+5hrn7CAIgiAIgiAIIrmw7hSg9SzLpHkdkbow/tgRmQTrnYgRx487bQFBEARBEAThFBTCxj6si0d0DxOpSIbKC5kD6w2rkkyqK0EQBEEQBEEAJDRkApnmFED3NJEKZNhjR7BMJnUiyg6EREKCIAiCIAiCYBfWx/skjhGpSAbJCwTrsN6JGJGp9SYIgiAIgiBIaMgEMskpAKD5DZEaZNhjR7BMJnUi5FlGEARBEARB6LFzp9MWEFaTSfMcgkgV6LFjHI4DurRcjFn3DcBp9f9w2pykQqIRQRAEQRAEkWloPcsaNXLGDiJ5sD7PIe9IIhVxO20AkXwWj+8KAGhceweANc4ak0SUnciYMcDzzwNZWc7Zk0zIs4wgCIIgCIIASGjIBFj3LKN7mEhFGH/sCECQX53RcC3TDVGupxLf3N8Pd/Z/Ga++Ckyc6LRFySXbU4UsdzWJZQRBEARBEATBMDTeJwj7IbGMcVyoVr1nWSzr3+oD9Gs3By9fdxcAYOtWhw1KIi7Oh4Nv1sHOVxuCUwiiBEEQBEEQRGbB8vg+kzlwIPSaPMsIwn4Yf+wIN+dVvf/vf4GKCmdsSTY8rxaN/H6HDLGBOnk7UJBTjtKig8jNqnTaHIIgCIIgCMJBcjyVaFa6xWkzCAt5443Qa/IsIwj7IbGMcVyc2rNsyBBg1CiHjEky5b5a8muPy8u0WObmfPJrFx9w0BKCIAiCIAjCSUQR+P6RC7Dl5eY4s8lvTptDWITSm4w8ywjCfkw9dm+88QbatWuHoqIiFBUVoUuXLvj666/l76uqqjB69GjUrl0bBQUFGDJkCPbt26cqY8eOHRg0aBDy8vJQVlaGe++9F36WVQ2H4eEN++yDDxwwxAa8gRz5dW5WJdNiGa8Qy9wuhitKEARBEARBREQUgc4tfgIADO08w2FrCKtQCmSse5ZpxTLW60ukB6bEsoYNG+Lf//43li9fjl9++QU9e/bE4MGDsWZNcIfFu+66C1988QVmzpyJBQsWYPfu3bjsssvkvw8EAhg0aBC8Xi8WL16MadOmYerUqXj00UetrRUho/UsY5tQq+p2+RFg2OHKzYdEUI/LF+FIgiAIgiAIIlM4UVXgtAmERWSSZxlBpCJuMwdfdNFFqvdPPfUU3njjDSxduhQNGzbE5MmT8eGHH6Jnz54AgClTpuD000/H0qVL0blzZ8yZMwdr167FvHnzULduXZx55pl44okncP/992P8+PHIysqyrmYEAMClyFn2+462DlpiLy4+wLRnWZYrlKfMxTFcUYIgCIIgCCIiSq+c/Oxy5wwhLCWTPMsIIhWJW6MOBAL4v//7P5SXl6NLly5Yvnw5fD4fevfuLR/TqlUrNG7cGEuWLAEALFmyBG3btkXdunXlY/r164djx47J3mmEtSh3w/xqxSAHLUk+PBdyJXPzfsbFstAuDR43eZYRBOE8B/YLmDXtB5QfOe60KQRBEBmFKITUspPyDztoCWElLlfoNeueZZSzjEhFTHmWAcCqVavQpUsXVFVVoaCgAJ999hlat26NFStWICsrC7Vq1VIdX7duXezduxcAsHfvXpVQJn0vfRcJn88Hn48dUUCqS7LrxAkhUYVDqBVi6beU4KHO4+X1CvD52IzFzHadkF+7eLaeDT3sel4IggWcel7euGcKHu1/MzZ+2BVNb/re1nMTRLxQ/0KwgN8fGuO3bbQKQHLu6dR6Xjxhn6SGXdYhijwASTFjd14DAMFLF7qmgUAAPp/gmD1WkFrPCyFh5nqYFstOO+00rFixAkePHsXHH3+M4cOHY8GCBWaLMc2cOXOQl5eX9PPYzdy5c5Na/vatfwHtg695PtTgzJo1K6nndYKKiqPyaxcfwO7d+zBr1jIHLUoeVeX75dfeqsOYNWutg9bYR7KfF4JgCbuflx5N3wcAtKz1Iz5nsI8h2Ib6FyKd+XV5bVzYKvg62x2MKknmWD81npfBYZ+wNr/5449TAATT6Bw58hdmzfrRWYOSyJYtxQB6yO/Xr/8Ds2ZtcsweK0mN54WQqKioiH5QDabFsqysLLRo0QIA0LFjR/z888+YMGECrrjiCni9Xhw5ckTlXbZv3z7Uq1cPAFCvXj0sW6YWL6TdMqVjjOjbty+KiorMmpuy+Hw+zJ07F3369IHHE74yYhVf7flOfq30LBs4cGDSzukUKz4P7f7j5v2oXbsuk/UEgC3zpsqviwtzmK2nhF3PC0Ekg/37gdJS+/KNOPW8/O/7d+XXrLdJBDtQ/0KwgIsLADVBB9LieDLa4VR/Xljre7ZsCcVe1q5dwlz9lPz2m/r9aae1wsCBpzpjjEWk+vOSqRw7dizmY02LZVoEQUB1dTU6duwIj8eDb7/9FkOGDAEArF+/Hjt27ECXLl0AAF26dMFTTz2F/fv3o6ysDEBQaS0qKkLr1q0jnsfj8TB5kyW7Xh5XyF23ICcUusfib+nmQ2Kg2+WHy8XD42EzwD/bFcpF53H7mbyeerDaDhDs8vXXwMCBwLXXAu+9Z++57X5eAkIouQo9p0S6Qf0Lkc6ocltxQbEsqfOLFH1eUtGmRFBWh+fZndcA6nsYANxuFzwel/7BaUaqPi+ZiplrYeqJe/DBB7Fw4UJs27YNq1atwoMPPoj58+fjmmuuQXFxMUaOHIm7774b33//PZYvX47rr78eXbp0QefOnQEEvcNat26N6667DitXrsTs2bPxyCOPYPTo0cjOzjZXSyImPHxIVLm195vI8VRGODq94bhQmKnb5UfNvhJMokzw7+YZ3smAINKcJ58M/vv++87aYQfKUH+CIAjCPkRFdnQXH1wot3uBhrAepYDEutYiikCWuxp1i4N5zL/+Gvj0U4eNIjIeU55l+/fvx7Bhw7Bnzx4UFxejXbt2mD17Nvr06QMAeOmll8DzPIYMGYLq6mr069cPEydOlP/e5XLhyy+/xK233oouXbogPz8fw4cPx+OPP25trQgZTvSq3restxGr/mznkDXJRbkbposP4OBBB41JMjluxW6YLkoaSRCpSibt7uTi2E08TBAEkcooU620axxM8D9sGNC+PdCOzWF/RqDcATMryzk77EAUgbXPtkbzultwytjNmD//FMyfD+zbB9QEpBGE7ZgSyyZPnhzx+5ycHLz++ut4/fXXDY9p0qQJc8kXUxlerFa9r/LlOGRJ8lFO1CRvq+XLgY4dnbIoeWTxIQ9BF3mWEUQKI+Ll68bit+1nARjhtDFJhTzLCIIgnEHUrMy0qLsRm/a1xPbt7IplnTsDS5c6bUVyyTSxrHndLQCAQWd9hdfm3AEAOHyYxDLCORLOWUakNhzUYpkypwxr8LxCLHMFBaS+fYFDh5yyKHlkKzzLpLoSBJF6dGnyNe7s/0rNuxFOmpJ0eI7EMoIgCCfQimW1Cw9h076WDlljD1VVTluQfHge6N1mLkSRQ1ZWb6fNSSqCYgjhC4RiTu3aHIkg9GA3SyARRFCH6Ll4dsNkeB3Psr/+csqa5JLlCnmWFeccdtASgiAiUZQdaoR++cVBQ2yAxDKCIAhnUIZhAoAgsD3FE0VgxQqnrUg+WXw55j7YF/Me6oOCnHKnzUkqSr3X5yexjEgN2G5JCYgB9eQlU8QylusJqHOWPXPR5Q5aQhBEJESERnk//eSgITag1+6++Sbw+ecOGEMQBJFBaD3LlH0PiwQMhvk7d9prR7JxKzZqq5V7wEFLkg8fOCq/9guh4DcSywgnoTBMxhEEdefJcsieKmcZw/UE1J0nQRBEKqDNWbZ2LXDrrcHXmbTRAUEQhP1klmdZtcEwuH9/YPVqe21JJqIYuo53njkYwErnjEky9Y9OkF9TGCaRKrDdkhJhYhnLHld6YZiswmt2nRs4kCajBJGKsL66H4l9+5y2gCAIIkPIMM8yr1f/8zVr7LUj2QQUEUKNCn/HCy8Ap58O7N3roFFJwiWE0lb4AyF/nj591PnMCMJOSCxjnDDPMoZFJL0E/6yiFcu+/hrYts0ZWwiCiIConLCwrWiLItuTM4IgiFRFG4apzWHGGkZiGWuUnKRWie65B/jjD+CJJxwyKIlwQmjHBqVn2datwEp2HeqIFIfEMsbJpDDMTMpZphXLAPIsI4hURPlcNnbPcs4QGyCxjCAIwikyZ7wPANWVVcj2sL8dpja9gQSLYiEnhjalU3qWAcY56ggi2ZBYxjhiBoVhKuvGsgcdoM7PJsGsWCYK4LZOQ4Hwp9OWEIRplKEwLbP+z0FLko+gyK3CboNEEASRgogZJJYdXIrGi3NRNTUXo3q+hfsv+rfTFiUPMXPiD13CMfl1QHCpvqMhBeEUJJYxTkaFYSoEpJ5nfOegJcmHyySxbOv7cP9yE3pV3uG0JQRhGuVzycNnfCADqDzLMmiATxAE4TyZM97HD6Fd4N8aeQv+feWDOLX+egcNSiIGfSmLSe95sTL0WuNRRznLCKcgsYxxMinBv9Lb6va+rztoSfLJKM+y/QuctoAg4kYpILk4tsUytWcZu30NQRBEqqHNWcbyeB86mxcU5x51wA4byKCFJ14MxZbyHIllRGpAYhnjaBsXlt2y9fJ4AcCWLTYbYgMZlbPMX+60BQQRN0qxjGPcs0wrljHbJhEEQaQaBmGYbLbD4ZXiOCYrCiBzPMugyFlGYhmRKpBYxjiZlLPMSCxr3txmQ2xAGYb51W8DHbTEBkgsI9IYZQvsQrVjdtiBOsE/jWwJgiDsI4PCMNlUAPVReJZtK+8a+pjBn4CLIJaxWF8iPSCxjHEyNWcZ67hdobpKq2nMdiSByujHEESKIgghAcnNsb1zF4VhEgRBOEMmhWF6veED3malWx2wxAYUYllFoMRBQ5KPr1oRhkk5y4gUgcQyxtGKZUZbELOAdmBw4VlfOGRJ8uERqqu0+sKsWKbjbk8Q6YI6DJPdyQtAYhlBEIRjZNBumAcPho8L/++OqxywJPmICrGMU4yHWQzDDPjIs4xIPUgsY5yAXyOWceyKZVrPsi/uudghS5KPMgxTEkDZ7UgYHBEQGYOgCk1k9iEFoAnDFEgsIwiCsA/9SBIWRRWO8b5UhSrBP9v1Vm6CVCvviOo78iwjnILEMsYRApkrlrEMl1GeZQSRvijDMFkf4FPOMoIgCGfQjgFZ9izLJJTjfdY9y3jFJkiTbrwZF3f8XH5PYhnhFCSWMU5AG4ZJYhkTZFQYJosjAiJjUD+XrD6kQVS7kVEYJkEQhG1oF2NKCv5yyJLko7fz5crt7RywxAYyyLOM57yq9xNH3Ca/JrGMcAoSyxgnLAwzg3KWAUBBznEAwMqVdluTXJTCIPNiGUGkMYKYOZ5lJJYRBEE4gzbB/+sjbkexJpSNFfTEsh83dNU5kgFUOcvYncMBAA+1N6TSwYPmOIRTkFjGONoE/5KgxGKjo+dZdkrZFgDABRfYbU1yyaycZQSRvogZlLNMJQaKbA/qCYIgUgmtWAYAHZstd8CS5KO38MRq2GkdcZHiHdthmNoxktIJgjzLCKcgsYxxjBL8X8XgpjF6IabSRPXwYbutSS4ZFYZJEGmM8rlkflVY2QaTZxlBEIRt6AlIHEQmx4Z6nmWjev4HI7pNccCa5HIORsuvWfdOjySW+dnUQok0gMQyxtF6lkmTmenTnbAmueh5lomM7qSoF4bJLmxeQyJTEA1esweFYRIEQTiDnmcZq+iJZQAw5eYbbLbEXnbuZPsaa8VAZeqgDLq9iRSDxDLG0e6GWa/WXnCMiiu6YpnIqtASuq4UhkkQqYvam4zth1QtlrHZzxAEQaQmbPcvStj3sNJHZD0WUTT2LKM5DuEUJJYxj7p1efaq+/F/t1/pkC3JhX0PqxDKgQL7YZisCp5EJqB8Vg/6z3TOEBtQ5ywjzzKCIAj7YHYQGIaRZxnrsF5vbe0yYV534gTQuzfw2mtOW0IYQWIZ84Q3rEM7zwTAXvy3XifCbkObSWIZQaQzguIV210uhWESBEE4hMEgcN8+m+2wAXbH9pFR9rEsJvjXegxmgmfZ668D334L3HFHcBODbductojQwvbInYi4ClFdbaMhtpA5u+NklmcZQaQvyjBM1hP8UxgmQRCEU+gPAkeNAnbvttmUJMO6h5UR7IefGotlrHL8eOi1ywU0awa8+qpz9hDhkFjGPMYNa1WVjWbYAK8zEX3+6nscsMQGVKtLwdesimVen9MWEEQiKJ5V1sUyTRgmq20SQRBEqhEpwf+iRTYaYgMZK5Yx7lnm8+pvSgewO8fhdZSY+++33w7CGBLLMhaRObFMTxjsecb3DtiRfDLJs+z33xkcERAZQ+Z6lqlXhFltnwiCIFICnUb2og5fgOcCzAkr7HtY6cO6eKQVfN0u9j3LWHs2WYTEMsYx6lCy3N6MEMtYRdmfKLdWZpGDBxVvKLSLSDOUuw+zuhOxBIVhEgRBOEX4GPjO/q/gxgveZm5CnkmeZTuEi+XXrNc7Uv1YFAeJ9IDEMsYxEsvysirgYyy8TfLa+GF9V4ctSS6imFmeZaJyN0xKGk6kGZyYuWGYSlhtnwiCIFICg0b24g7/s9mQ5JNRnmWKqrIchunzZdh1rYG168giJJYxj4FYll3B4OQlWKHpS69w2I7k4verO0w3H9zEgL3rqQOJZUSaofIsA9v3L+2GSRAE4QyRcpaxNiGfumiE0ybYiHIMwe5A/+jRDPMsW/EA8G0vuPnw3faYq2uaQ2IZ4xg1PPnZ5TZbYgfBulZ6cx22I7loxbK87AoAwA8/AA8+yN4up6JInmVE+qLyJmM8NFHd36jrSoM/giCI5GEkpLAYune0othpE2wkfEOv4GsnbEkefr/TFtjM2meAfd+hbeFHTltCRMHttAFEsskczzJpUqoSVxhE66pckHMCAPCPfwTf164N3MPoJqCsiw0Ei1AYJkEQBJFcMsmzLJIAmOWuBpBtnzFJRjlu4BnOeyqKGeZZVsNJnq1Om0BEgTzLGCdSzjL2EGv+Hz4qYGmgoF19Kcg+AeWEfMsWe+2xFZqAE2mGOqk/uwNdQD2Q/2lpAL17h75jdaBLEASRCkQK0WNpDAxErusPj55noyV2oNwkiO2OVO+6lhQcAsDuGKLIvdNpE4gokFjGPMZiGXsNT41YxrhnWSCg7jA9bj+yPaHYy5wcJ6yyCRLLiDSDU+UbYVssU7ZL//wn23UlCIJIJcRMEssiiEbnNP/FRkuSD2eQs4y1a2rkWXborTpo02iVAxbZQ6Fnl9MmEFEgsYxxDD3LWAzDrKmQILJ9W+t1KB5XaGtT1sQylds5iWVEmqEa3GZQgn9p4xEJ1vobgiCIlMKgkWXRG4nFOhmjn7OMNSKFYY7sPpnZMUQefzDsM1brmq6wrSoQhg0Pi2GYUriTnmcZSyswohgugioFJdbEMrdLMekmsYxIM9S7YbLtbaVsl1w8PasEQRD2kUGeZQzvCqmFEzMjZxlgfF3HDpiAXHGHzdbYQ54rXCwjUgsSy5hHv+Fx8QEGlevMyFkGhIugyg40K8tua5KL0muOxDIi/chMzzKtWMZef0MQBJFCZFAjy7KHVTih8X2HZr85aEdyiZbgv13gfhutsQ8PV+60CUQUSCxjHCOVvi2T8d81YZhC+G3Nklim16HwPLurTeRZRqQzam8ytgf4kcQygiAIIplkkGdZBollWo/0otyjDlmSXKJpvbkim4nw9Rw8iNSCxDLm0W99Hrj4Gbir/7TZluQidSjhDY/I1EBBr0NRepaxtrio8ixjPIyNYBHR4DV7KBdnVCI32GuXCIIgUgqjnGWMjYGBzArD1I4batfsDsnaNQWi7OgKv+F36U34haTxUmpBYhnjRFp9yatcaqMlyYcz2A1z4JmznDAnaejlLDv95HWq71lClSicPMuININXCrysPZwayLOMIAjCGTJpN0zWc3cp0XqWaReiWCFaGKaeqMQGrNaLHUgsY5yIqy8iWw0uzwfr2rmzuuG57rz3mHPZ1tZn4T+7y69Zm4973JSzjEhnMjMMk3bDJAiCsJPMaWRZG9NHQiuW3TXgpeDnDGoska4rq+GK1V4268USJJYxj3HDI/h9ht+lI1KH0qev+ra+sst0vDrsNidMSgrRV1/YgjzLiHSGUyX4F3HiBLvCEe2GSRAE4RAR+pVyxnKIZ9IYGKJaLLu195vBjxn7CfSiZtSwKSpVVzltARENEssymPHjGWtpaxpZng9vUEdd8KbdxiSNaB0Kax0o7YZJpDOcIlzkxAkRhYXAiBHO2ZNMVJ5llLOMIAjCNsSaRvbg8dqqzzlOxFVXAd9954RVySGTcpZt354ZdY3mCCCyJFnQgCitYOjOI/SImCyRuZUZY7EsE2hw0i4A7LXBtBsmkd6EHsiDB4Ov333XKVuSC+UsIwiCcAZpvF/ly9H9/v777bQmuSj7Gm8g20FLko9efja3y5dxYZhseZaJileU4D/VIbGMdSI0PMytzNS0LryLx6wVAxw2JnkYrb5IeQxYQ+1ZljlJXQk2UCb4Z67N1aDaDZNylhEEQdiG5Fmm3eRK+54F2FvsN4bnw8e9RbnHHLAkuUSNmmFJslDMZVh8PlmDoTuP0COTPMukcCeO5zD0lRkOW5M8jDoUaXLK2qRU6aHCkVhGpB2KnGWMtblalCvg5FlGEARhH0Y7wvdvPxv1au1xwqSkoRwDsy426HmWufgAk55lkWDqOivFMqY85tiExDLGiSSWsbf1cigMs7y6wGFbkoeRZ5kUrigwdllVdaUwTCLNUOYsY10so5xlBEEQziBKYpnO5HvCdXfabU5SUfY1TIkoOujN1Vj0Uo++eRlL1zlz7l8WILGMcaSG54Mfrzb8jhU4WSxj/7aOJJaxhmpQQGIZkWZod8NkGcpZRhAE4RAGYZgAUKfwoN3WJBWVWMaUiBKO3niftfkbEEuCf4auc5QoGVpcTC3YVxUynuATt2HvqWHfsDZx42pyA/GuYIP62c+XOGhN8jAKw5Rye7HWyJJnGZHOcMggzzIYi2WstUsEQRCpRUgs8/ndqm8Eka3pnqqvcTloiA3oepZxIpNhmJHnpSxVWH1NC3OPYdW/2+DJyx92yB4iEmy1noQOxitNHCcyNoFR74bpC3icNCZpGF0zVnOWkVhGpDMZG4bJs+npShAEkZJInmXg0GjMnw4bk1zUfSlLIko4egn+2UujE7x9eT7zPMtEkcOoCyahTaM1ePiSfzloFGEEiWWMI3UooshhwLOzwr5jS1hRi2VMNawaIoVhsnVN1StNd98l4tlnHTSGIEySqWGY2gE+a+0SQRBEahEa7+87Wg8zll4uf8OauJJJYZh61+6iDl/AzVU5YI2TMHSdNQn+sz3VDhpDRIPEMsbhFAk/v1k5AHNX9VZ9x1IyeDlnmSt4W7OaNDGTE/z/8Qdw//0OGkMQJskozzKFGMja5IwgCCK1UUeSBIRQfCJr7bGyr/n2rxcctCT56C2yvXnDrbisyR0OWJM8RCHy+EhkKpRY7VmmHRvS4mJqwdKdR+ig3Uq6ypcjf8fzAlMPpDQplT3LWBbLMjRnGSUNJ9INlWcZ42KZxxMaAEqTsyu7fITxQ8ZFHQgTBEEQCVAz+MsvCBfLXHyAqRxXUl/66uzb8euxUQ5bk1z0wjABoEvp2zZbklyizV2Y8iDUVLZLiyUOGULEAollzKMWy37eco78DQdGwzBdDDWoOhh6lrGasyxC0nCCSHVUnmWMh2HmZZXLryWx7KPbr8a4yx6H669FTplFEASRAUj9i45nmYHgkq5IfemuwyeHjXmPVZc4YFHykPpSf4DxnQwU46Ox772k8y1DkoUiDDM3qxKDzpoV4WDCaRi68wg95JxlNZ3ns1/ep/qOJWFFDsPkg7d1w5KdTppjO8zmLCPPMiKNUd6/rHuWqcQy7eSs+oDN1hAEQWQQmsGfcgdM1hZqlPmYw74DW8KgyxWsz4XPf+mwJclFVNy/7/1wnYOW2IFaLCNSGxLLGEcbhlnty8H/Lbki+B1DYpkghFZfJM+y81v94KRJScPIs6yk4C9c/rcZcHPlOn+VvqjEMo7EMiK94JGZnmXhwjbbdScIgnASEerF8UgbrqQ70nhfBBc2j2E1P9uhE7VRXpXnsDXJRLFpg44IKsJtpzHJRWTrHmUdEssYR2/1RXrNUoL/QCBUV57ncP31DhuURIxylnVu8RNmjLkCl558iwNWJQ+9MMwD5KRCpAktWmRIgn9RRF5Whfw2bMLCcNUJgiCchtOEYbK84UpEzzLG6ipdO0HgVd6CrCFG8d4QGBXL9JwAWHFkYQV2nzqiBvVKk/I1S55lgYB6N8x33lF/f7DiZAesSh48b3zhOpa8b6MlyUcvDLNuXaesIQhzZGdnSBim4FW1S6xNzgiCIFIa0VhAYq09Voplogis3N5O/o5nLAxTEv8EkWcryb0G5SZAevewILIjlh06FLpHpRQ6ROpCYlmGoOdZxnPs7IYZCITczHUT/DNSTyDzVhxUq6M11zjTfgMifeEyJgxTXTft5IyeWYIgiGSi8Szj1IsXLLXBnMIRQBSBAc9+jf98fyMAwMX7nDTNctQhp+yKZcrxkZ4oKMBjpzlJZfv2UF1JLEt9SCxjHL3JmRyGyapnGR+s3/SlQ500KWkoV18yAUrwT6Q1YoZ4lmk6E9Zy5IRRuQdYMhw4uMxpSwiCIEKeZeBQUgIcLj9J/mrOqr5OWZUUtJ5le440wCMzngQAeFw+plZnpLoKAs+0WKYMw9SvJzt197gVYZhhYyV27l1WILGMcbQJ/rOzQzvksJSzDAh1KBwXrOusFQPl71hqehgaA8QEiWVEOqPMn8K0WBbNs4ypVhjA0huAre8Cc/7mtCUEQRCqBP9//AE8/tmj8nfHqwqdMisp6OUs8wUUnkciO2NFPlPCMBVDBN16MjT5cbuNJ9+seYGyAIllrMOFOk8A+OILNj3LAIUXXY1YpkyEyVa+htBF6/P0HAftsAdVgn/aDZNIN5SeZawJRirUdWNe2D623mkLCIIgZJQJ/ktLgb9O1MZb344CEBwDcwzpLNowTEAjlgnshGKqxDKGPcui7YYJhnLRuV3GdaGwzNSDxDLGUXqWuVxAnz5sJvgXRaXXBl/zWaixZWl3HKWrMmurhXoow7mYn4ATzKH1LDvnlGU4tT6DQoumM3G7/Oh5xrcOGUMQBJFh6CT4lyNJGPNqju5ZxoZYJoqKnGUi2znLou2GyVKMEIll6QU7W0sQuijFMnfN1WYxwb8SafVM6VnGMbQioexQAoLLQUvsQeVZRmIZkWYo254GJ+3GsieksD3WGl91fUacPxU3XfC20dcEQRCEhYgKzzIJaRzMVnSFQixTepb5FWJZwAsW8sELgiJnGeNhmMpBwk03hdeT1XmcFprnpB7kWcY6mjBMQB2GyWLOMgnlCgxbA4VQPQWB/UeYcpYR6U3o/q1TeMhBO5KNuv31uBlfHWUppokgiLRHGZooIY0R2RoDh+oaTHof/EwQXQhIY2JGPMsEQRGGKfBsj/kVm5e9+CKHIS9/rDmAnRU3McLk2837mXRkSWcYfuoIIDzBP6BO8M/KA6muR3jOMrbCMEOvA2IGeJYptz9XhGQ+/rgT1hCEOQxXQwXGhN8onUn0EAuCIAgiXkJtrGJxvOY1z7MVSaLnWQYovMsYyVkmCKFxL+ueZeoxAodPfx4C7hoRo6e+VvMJS/M4CsNMJ0gsYxxOz7Os5vW/rngYYgITtiNHgPfeA44fT8hEy5HDMBUrMDxDjaxy9SXjwjAVCf7HjXPCGoIwi8EMRfDaa0bSYWgmFhPsTloIgkhfjDzLmBTLahwBXnop+Lmct4wRsSyTcpapxxDh0VAsjTEieZZRBE3qQWIZ4+h5lilfZx34Ku6yhw4Fhg0DRoyIuwhL0e40pxwwsOVZllliGc9TGCaRvhh7llXba0jSiTKQZWecWwPLkxaCINKPyDnLmEq7opjbiCIwdiwwYwbg9WcFD2BkMUoQFCGnjO+GqXYs04uGYugGjhKGSaQWJJYxT6hDkdoelXDmi98tbO7c4L+ffhp3EZah18hmZSk8yxgSy5SzzkwQy5SQWEakH/oqUXUlG4N5GZbcFgiCININMTySRBIaHrj4GTQ56Q9HzEoGelEzHAf4BWknMzbGipkUhhnVs4yhMYYQQSz7dOxl6NH6exutIaJBYhnjKDsUKWyN1cZWm+D/eH6f0HcMrUhklGeZpnMksYxIN4zanuNHWRPLIrex7AxzCYIgUpGaVlYnRzEAvHdtJ7sNShpazzIAcLkU6Vei9EfpgirBP+OeZUZiGIueZZFyuJ7T/Bd8/3BPG60hokFiGeNIHcpNN3G4//7gZ8pcXgwJ9SFqPMuqAoVocffGmo/YbGSZ3hkHgHaK/a8rHsY39/cL+5wgUhWjtuf4kQwLw2QN2g2TIIhUQuNZ5vGox4gF2SmWYDgB8vPDxbL8fIU4yJJnmTJnGaPODkB4gv/Q5wzmLGNEzM0UTM20n376aZxzzjkoLCxEWVkZLrnkEqxfv151TI8ePcBxnOq/W265RXXMjh07MGjQIOTl5aGsrAz33nsv/H6K0U0GkrdVvXqKMExFIzR7DofKSicssxYj0a/KlwOArTDMTNoNUxTCL2y/dnNQr9ZeB6whCPNocylK+L2ZJZaxtxsmu5MWgiDSEXXOsoUL1Z5lLCEtQil3w8zLU0ZbsDHmF4TQPE4QecYXyBVjBMZzlkVK8E+kHqaeugULFmD06NFYunQp5s6dC5/Ph759+6K8vFx13E033YQ9e/bI/z377LPyd4FAAIMGDYLX68XixYsxbdo0TJ06FY8++qg1NSI01DQ+nH6C/y++AFj56aUORardeeeFVtWMJqzpCJdBOcsqK/WvW9+2c2y2hCDiw2iAx/uP2mxJkmFODCMIgkgn1J5lnTsDnZovc9KgpKEMw2zbNviZ2rOMDTFCFYYpsJ2zLJM8y1i5PzMFt5mDv/nmG9X7qVOnoqysDMuXL0e3bt3kz/Py8lCvXj3dMubMmYO1a9di3rx5qFu3Ls4880w88cQTuP/++zF+/HhkZWXFUQ3CCE6z0gQgLOb9229tNChJ6CX4f+ABYOXSGrGMKc+yzBHLKipE5Ol8Pu2WEfjvL5cAKLbZIoIwi/4Aj/cftNmOZJNpu2ESBEGkEGL4eL93GwYG+DpIc5tzz+Vw9dXBz1gMwxQFUd4RXi9nWXADACcsSwIGYlnIO5KheRx5lqUVCT1iR48GV8ZLSkpUn3/wwQeoU6cO2rRpgwcffBAVFRXyd0uWLEHbtm1Rt25d+bN+/frh2LFjWLNmTSLmEBHglJ5ljK5MaL3HsrOBm24O3uIunp2GSSmW+QOm9O60o7raeIZdUvCXjZYQRHwYe5YdttmSZGOvGnbgAHDkiK2nVMFqP0oQRHqit0Pkt6tZTRQerGuvXpwsFuXkKBaQGfHcERSpSIL52dT9zk8/2W1REhH1wzClOrMUIURiWXoR90xbEASMHTsWXbt2RZs2beTPr776ajRp0gQNGjTA77//jvvvvx/r16/Hp59+CgDYu3evSigDIL/fu9c4D5HP54PP54vX3JRDqkuy6yR1noFAQD6XtsERBBE+Xzw54zzyK6evjfL0gUAAQs0HgUCoQfJ5vUwkZQ74Q7voGeWjcPp6WEV1tfGOgTwnMFNPgmX0B0UBvzdp969d/Yv6pF5FjxCO3++3zJ4TJ4CysuDZvF5n2oD9ezicXBB8Te1QeuPI80IQFhMIBL2pRJGT7+XrJ03BjleayMdYcY+nxvNSM7cRQuPAQCCUesXv90Jk4Hmurg7NzQQxPAyzvNwPn48NEcmnyF0enJMGI82U3oLp2EbrPS9+f/R6pGNd0wkzv2/cYtno0aOxevVq/PDDD6rPR40aJb9u27Yt6tevj169emHz5s1o3rx5vKfDnDlzkJenF5CV3sydOzep5btqXJE3bNiInw/PAhAS0IBgp3r06DHMmjU/jtIHy69mzZqViJkJc+xYFs6reb148Y846j4AAFi1MgcXtgp+PmvWlwCX/mGLOzZ7cHZNlLNRsk+nr4dV/HXAhVMMHvtsTzUz9STYJa9afweVTRvWY1V5cu/fZPcvSrIDh9A/wverV6/C0Z0Flpxr27YiABcAcK6tO/UoZLHs0Ud/RXl5Fnr12uGILYQ12Pm8EITV7N69C6gfXGSU2sU/Dw1WHWNle+nk85IvBOc2GzdulPvRQ4dy0KVGWFm65EcccqV/XtC/DrlxfXCfMt0wzKVLf0J5ORspHXZtEXF2jS9N8D69BEDIs+xE+Ym0HvMrn5fjm3fgTP1sVTLpXNd0QBn1GI24xLLbb78dX375JRYuXIiGDRtGPPZvf/sbAGDTpk1o3rw56tWrh2XL1Akn9+3bBwCGec4AoG/fvigqKorH3JTE5/Nh7ty56NOnDzyeSOvxiTF3yWQAwKmnnYbSzgMBAG9/rs49V1RUhIEDByZ0nkT/PlEOHgSqZ0g5DLqCq3MOAMAtHAVq5qoDB/QH+OT91nbx27JjwPbga6NQoKZNB6J1axuNShI7tlYCv+h/l+updPy+I4hoLF37ru7nzZufgsY9k3P/2tW/KJn7+a6I359xRhvUam9NfVesCL0eMGCgIw7DGzc8KL/+97+D45wxY9qgSROjvyBSFSeeF4Kwms82/RcAkJ2dbTg2smLMlArPyw/L3wAAnHrqqWjYLVinPXuAYx8FF8Q7/60TxLIejthmJX9urwZqpsx6Ytk5Z3dCz14OGJYEVv60H6hZbxo4aJD8ueRZVpifm5Zjfr3nZfW3C4EomWTSsa7pxLFjx2I+1pRYJooi7rjjDnz22WeYP38+mjVrFvVvVtSMauvXrw8A6NKlC5566ins378fZWVlAIJqa1FREVpHmN17PB4mBzHJrpcUculyu+Xz8GHJ7rmEbXD62ng8QLXCFq7GHrcnSxbLPG4X4Er/e8jFh7zjvH79DTEOHfIg3kvy9NPA//0fMH8+cNJJ8ZVhFW6XsZtsblal4/cdQUTDSMdx8clvN+3sN3ftcgGlxt+7XG7LbHG7la89KZPg+Pjx+NtdwnlYHWcSmQEvrxrwhvexlfe3s8+LNLfJkm3Izg4JK+5gB+uQbdbh5hVhmDq7YbpdHDweNnIXu13BugmCek4q5yzjnJ9rJoLyeeH56Ct86VzXdMDM72tqiDl69Gi8//77+PDDD1FYWIi9e/di7969qKwMqhGbN2/GE088geXLl2Pbtm343//+h2HDhqFbt25o164dgKCHWOvWrXHddddh5cqVmD17Nh555BGMHj0a2dnZZswhYkBvN0wXH9olRrtKka6IRiH7nOIWZyThpzKRti/gwXmPLQo/IoEUBg89BPz+O/Dii/GXYRVChCSYdw14KeHyjxwBaF8RIpkY7cT71yFW2qMgbrc9eVMqKoDly0PvE2nrrCaVbCEIItMIT/DPKlI6GU4hOnAce7thKsfAIriw1CuCwEY9AYAPnAAAnPAWqj5ncTdMduajmYEpseyNN97A0aNH0aNHD9SvX1/+b/r06QCArKwszJs3D3379kWrVq3wj3/8A0OGDMEXX3whl+FyufDll1/C5XKhS5cuuPbaazFs2DA8/vjj1taMAKDoUBRxKhd3+J/8mqVOVZmLLfSh8hZno3FS7oYpihx+3NAVgsBpjkn8PKmQW1KMUJEhnT5NuPxGjYA2bdSTb4KwFIN7eOpUdga5AODi7VGKevYEbrrJllNFhJWFJoIgWCF8cZxdwuc2PB/aDZOV3QaVY+Dly8M9yzz+fXablDT4QDAsrrxaLZaxuBumcpdTIvUxHYYZiUaNGmHBggVRy2nSpAklrrON8M6zrPiA/JqDyNxquLLz5Fj0LNOIZQAHrz8LOVnVeofETSqENkVrcyCKCe1weiK4kIVvvgE6doy7GIIwxMizLDwcPr2J5lm2bp2Irmclfp6fflK/d6r/IrGMIIiUQswgzzJpbqMRyyTPK0EQkP7beak9y/ILeJzQ9DstKh8FMNVeo5KESzwOADhRHcxP/uGHwFdfAW1rsedZxoqYmymkwHSYSCayt5WBoODiA0yIZaKov+rA8QyKZTp4A+rcZVZcUyeSZmsRA1Eq4j9ujyEEESdGq6HKcHgWiCaWvfZacs7rmFimMyFloS8lCCJdyRzPMqlf5aAfhikyEp4oBpTzFi7cs0yIkiU+jeCE4O6Elb48AMBVVwHvvw94POx5lunNR7URQkTqQGIZ43A6rspKWBHLVBh5ljGyKqEKw6zpOH1+j+aYxM+TEmJZtIoEqiw5TyrUlWATzqDd4TmBqbbXY1POMi0s/YYEQRDxkzmeZTDwLJPCMJ/+FxvjfWW4HseH74YZdYycTkiekaJamhDBoGeZjliWGc9tekJiGeOE8ngZi2VMw2AYpjZnGRC+K6aVYtnWrc7l9Ioehsn4/UswgLFnWaKe+Fu3Ar/8klgZVuFyMTRoj4G2jVY7bQJBEEQIMYM8y3TyMfN8yLPs11/ZGO9rc1uxHf5vuFNbzf8ZGmPoiWVMX9v0hsQyxtGL67/kxc9C3+slxU9DgqmrdMIwlS5DjIhlaiWsxrMskDzPslNOAc4+G9i+PfEyzRJdLGPkmhLMYpSbjOeEhMWyU04BzjnHmWdTi10J/rWwtLBOEAQRPxkklunMbZRhmKw4AohKzzIuPAyTKf1I9izTes8Fr6mRl346oudZlgnPbbpCYhnr6HiWfb78Esz+vW/Np9Yl+N+xAxgxAli50pry4kfRefJcKA6cGWEldMHKyoL/Sq7n8hFJCMNcuzbxMs0i6uwYs+eUjxQHsDEgItjFaIBnhWeZxJo11pSTCG6HPMtSSSxLJVsIgsg0MicMU9o4h+P1wzBZSXOg9izjwoUke82xCc39K09GWJnD6c9tMuG5TVdILGMcvdUXAKj2Zdd8bF1T+/e/A9OmBb2QUgXlShMrDa20+iKIHO6+GzWvNTH+DO+GybmyUF6VV3OANdeUcpYRScOgjeX5xD3LJFJhUpCbF9mIZHkxp0LdCYIgnIapMLUo6CX4V+6GyaJYxnFc2FhfG6aZ1hhcMEH2LGOpruGDvyOVpQ4YQsRCCkyHiWRilLNMqWBb1aH8+mvwX7/fmvLMYByGqRCSGPEs03NVVnaggsAlxbPMiYGHbhgm75Hr+/138XuW7dkTek1iGZEseCPPMi6AAEOOkU6FYRIEQRBAJoVhQidnmTYM06rFKEdRjoG5cM+y9784A6sZSZ8pVTXMw4pFzzKd+egT86Y5YAkRCySWMU603TA5zrowzNSZ+Gk6T4EtsUxCBCf3IXIdaz5PhmdZqohlHO+WXe3vuD3+m+7NN9Xv/X7gk0+AvXvjLpIgdNB/cLLcXqY8y5zalSsV6i6RSrYQBJFh6CT4f+01Z0xJNnpRM6owTAs9t51E7VkWns+rwpuHhx6y26pkYdSBZoZn2c6jLRwwhIgFEssyBm3CRPZ2F9GrC4thmMoZmTRO0HrVJcOzzAn04vqVnmUul3XX9JVXgqHE7dpZViRByLlVtDxw8TNMiWVO9SWpUHeCIAjnCc9ZNnq0U7YkFz1HAJ4Hqv3BFDO5nkqmxDIp97LW68rj8tluU9IQw+9f9XsGLmgNeouLJ5+cApMuQhcSy5hHWn3RfKpYnWBhsqHeIFLfLZsVzzK9MEylWCaKyQnDdAKjMExp9dDtss6d8Ysvgv8eOGBZkQQRUURiYTAvQZ5lBEEQTpI5YZjymFcz3j94vA4AoLToABP9q7RgLEWSaD3LWBLLdu0O/ltZqb1/GfQs07k5+/SxTpLxeoGrrwamTrWsyIyGxDLGMcpZFv49m7Aolild7WXPMkUn4nYFkCvsSPg0qSqWcbxbvqZuCz3LUqG+BHsYeZYB1ollR49aU05CRFGtmBroGkDCHUEQTmGY84lJajzLFPlCOA44cCyYJL208AAT7bE0RpBEMpbFsjcm6l+wUCQUI3M4AHpecsqdXRPlnXeAjz4Crr/esiIzGhLLGMcoZ5nUmbIklhkm+GcuZ1nIsyw76HEeVnfP2gcTPktKJPjXDcPMstyzjONILCOSg1GCf8A6sey664CFC60pK15ECsMkCIJwDM7As+yGSZMBABv2tMTu3TYblST05jYcBxyvKgQA5GVXMOVZBtTkLNMJw2StD9QKgiInSRXsVFQ7t9nxV3OAs06S+esvy4oiQGIZ8xjuhslyGKZmK2mvPyv4Rqiy1aZkISri+m+4AejUKVwsO7jfm/B5UkE80vUsc2crdjyKfzSUCvUjMgF7wjC7dwfWrbOuPNNQGCZBEISD6I/3tx1oCiA4Fv7kE3stShaczm6YAFDlywEA5GaxlbNMEslCOZiDeNzseJYZOm8w7Fm2ZGNn/OOD53H9Bwugky8p7tKVj8U338RdDFEDiWWMo7djjPZ7ViYbRgn+T1QXBN/4TthsUZJQ5CzLzwd++im87nyE0K9Y0e6G6Qh6ox0+2xLPMs2O3ASRFOwIw5Ro3dra8swQLWeZlTsvq89rfZnRT8rSoJ0gCDbQT5AuCSx8AouLqYf+3KbSmwuAHbFMuTjOes4yiYzwLKsZQxwuPwkvzvoHDpSfrONZZo1YNmAAcOhQ3EURILGMeQw9yxRhmKyIZSE0btmVQbds+OMXyyZPBnr1Ao4cCb4/cgTo3RuYMiV+K+NGZ8cY7YqMi088PDEVBCTdCbhLKZZRzjIitaEE/0GY6msEv+7HzNSPIIg0REpaph7MSOMlKxZRUwWjFDOSZ1mOp4qJ/lXuVzMgZ5k0jwnLuceiZ1nNzSkJ2RyHcLEsgUU57Xzm8OG4iyJAYhnzGOYsE0NiGQsYTVKUOQzgPx53+TfeCHz3HTBuXPD9U08B334L3HBD3EXGjajIWSaRDLGM54FduxTndeBWEXRylvHubDkPHZ9APbWdCYllRDIw8ixb/ecZTAzmZaI0EFkub1Lq64xnmb5YRhAE4RiivrdVKG2FdbuHO43ebpiAwrPMw4ZnmaDdDZPhnGVGC4sii7th1tQlNJcJn6dDtG5+w8Kz4CQkljGOUYeiXZ1gAaME/xXevOAbf0XC51i7Nvivkyp9qGNUiGWwXiz75hugYcOEi0kMXc+yHMtXSkkoI5KF0QCP5wXGBjDBeh4ur4U1O8PjQQtyTjAUhsnOpJMgCDbIcwdjrbxCnupzeUKeAZ5lzIVhCurF8TDPMoZylkmEz09r3jN0/4o1N2coygtJ9SxjRVB1ChLLmEc/DBPypwyFxkhodsfx+T3BN0LinUplZfBfR38zvaT3SfAsmzs36mmTTvQE/zRpJVIbI88ynkuOWPbf/1pfZkzUPKsV1Xloc/8avDr7dtXXBTknGPIs068Ic30pQRBpQ4lnKwDgQFUr1eeeLLbCMEXROMG/LxAc73tcPibEsjDPMo2QlOXyMtPvGEU6SZ5lJ44zUlEAUoJ/ScgO3sbaeTqJZakCiWWMY9ShsJazLFIYptR57tieuFjm90c+nz1Ez1nm5tkIExI1Xjm7D9cHlwTPMoC8y4jkYJRnI1li2aWXAtXV1pcbDVGTS3HMu6+qvrdKLMvPPoEPRl+Nizt+nnhhcWMwqGegLyUIIl2pmYDDrfp02HC2FhdjEcvOaf4LE2IZtDnLtGGYGeRZFvAL2LTJfnuSgTRekhb++/aFjmdZ/M+rdoM2GpskBolljGO0G6ayMWLlITIKw/QLwYHD4b8SF5ACNW2Xk7+ZPClV5ixLQhhmKiC5oB+vLECD0btw1kO/geP5pHiWkVhGJAOjMMxT62+EEEhOQ1JVlZRiI6PTLinJzy63pN3856VP4OpzP8Lnd1+iPK3NMNJpEgTBDEYbeklTPZ4XLBvnVFS40bWrC889Z015ZhBF4zBMSSwDAM+RH2y1KxnIWlkEzzJWMPIsE6ScZZyIvXvttCiJ1HinFxbxeOONYD7s8Jxl5FmWKpBYxjhGOcvCvmcK/TBMTmTEs8ym3TANTmsrytWXPUcaYP+xuuB5oEXd4PLSdV3etuQ8mSKU7dkDdgYbaYJRGCYA5B6ZnZRz+hxYbNbbeETJ+actsmSlv3ndzerzOhKGGTppQOD1PiYIgrAXnbEhAICz3hP/iy9Owc8/87jvPsuKjBlRDAp/AMIGb/5AyKuOr9xmo1XJQt2pSAvFEjlZVcz1O9r71+cLvmcljBiALITl5XG45RYgJweW5SwTRWD16vDPiPghsYxxOIOcZfJumIyskCtXmpQowzCtEMtSwbNMb3twbd3dLjbCMKXOQr3zJ5CXHUwed2nH6ZachuPYF8yqqoAGDYD69Z0RUzIX48bC5d1l+F0iOHJ9jSZqNZzVdAUEf+Kr4HlZ6o1anM5ZVu3LdsAAgiAINaGFGXUbzLlCnvhWtZder8uaguIgVs8yUWRgiqvoV/U8y7T9YTrDGSy4VVWHPMtYIZS2InSPWrUb5osvAu+8o/6MiZBkB2GgJSEiES1nGRD/ZKMg5zheGXYHzj31x7jtSw5qYUVaaeKQuIDkTwUNKgbPsi4tlyZSdMogCuF11cbiJ0LvNnPx7UM9Ucu10bpCU5RDh0KvT5xwzo5Mg4+QpFUUkhMu7XUgMkMvPDyM4xsSPk9+dnnCZSROijWUBEEQBovjLpf1u2EKgnOrixFzlvlDYpkgOifoWYW2X9UTy77+2nazkoKRGOb1hjzLWBF9pFy2SrFM1EoycXqWPf10+GepNrdLN0gsYxzjHAba783z+N8fxR39XsOP486Lu4xkw6JnmW7OMotWXAQBKC3aj5E93kZ+tvOKin5drSt/7oN90fOM73HhSVcy71lGOESEZzNZYpkTCf6j5SwDAAQSNyw3q1LvtDYTOilLq90EQaQxOt4qAMDxIbHMqnGOs2NghVjGa8IwhVAYpgB2xDJInmWauZzUHy5ebLNhSSTMs6yqxrMMojNjmyQg1ghhnMrpwZrdMPUcCkgsSwwSyxhG9XAYJPjnEP9umKfVXy+/7tAhvjKsQtl5KhGEkFj2+WeJi2VSI5QSYpmykbXI00EQgG8f6oW3b7oJrw6/Q3NeS05hCj2xzErPMok8PrMSeVHHaR+RPMu+nsWOZ5neLr1hRwTic8295JJgFzZqVHg+Rqdzlim9Nbp2Bb77zgF7CILIeIxyFLtcQdHIxQfwyCPWnCviokiSEQRlGKZ6QHjaacqoGQamuJrxvvZ3lzyt9+yx16xkYLTwVC15lvGCM5sXJQMx3LPMqt0w9QRxGvMnBgMtCREJIxHFit0wlWX89lt8ZSQFRUuhFMs4WCOWLV4MHDmScFFxI3nmKttDq7wbRBFo2yiYGfKycz61pMyE0A05tabon39WvuPIs4xIDhGezTWr/Th4ML5iI7XbjuYsizCJEoT4xLLPPw/++5//hIcSOe1Zlu3xgudCg9pevZywhyAIQj+SRMpZxvMCjh6Nv/TVq4E//6w5U4p4lkHjWXZqy1D/wEQYpiKPl55nmZSfmKXxq7aOxysLAADFuUfhrUqFXDgWEFPOMvIsSxVILGOYSHH9EomILJE8COzGyLMsEAjlLHPziTeya9cGvQe+/DLhouJG17PMQrEslRCE8Am4FYOC778HZs1KvJx0haWBVaoTybPMxQfQsGF85UZ6Vqur7b/A0XbDBADEIZZp66ls6x6+5EmHXF7V1/Tqrh/abwNBEIQCow29rMhZtnMn0LYt0Lhx3EVYRqQE/y5eKZa5kfZE8SwLzfHsNSsZGCX433OsCY5XFiAnqxonBX5wwjTrkb0eFHXl3PrHmITEMushsYxxjHKWSQ0vx8UfhikIqX/7KD3LPC5GtgBMYhhmDKe1F4MwzAf+L5jBcvOBVnEVG54QNbM8y6jjtJEIQraLDyQlB4cjYZhRdsME4gvDDBPLFG3dk5f/E1kHnVC91Ua1qLvJARsIgiCU6LfBHB8Kw4yXVavU71M1wb86YXr6I+csq/EsEzShpVZu2pCq+AMu/LotmOsnW9jtsDVWUROGqbie2vx7VoZhsrIxglOkvtpBxE2k1Rcr8g2kkmeZmpBdgYBCLHOzIZZJHhyIkOB/+7H28ZUtKl9r75m4ikwIUTP469UrmKB2074WAICjVXXiKjfM2znDxLJMRBSdGTBInmX3fvgsVmxvjxv/8x/5u0S8XSM9j46KZYp241hlofqQODzLtNdM29bx1TtNl5k4ahsk72WCIAjHEPUXx13uxD3LUmmyHUksO7NHu9BxSdpAx1aieJZJ15SF8at0TbVzS1EEjlYUB48JVNhuVzKQRVBFnrKwMR15lqUMJJYxjlHCT/n7BNZetI12Ye4xfPtQT9zS6424y4zfFv26CIK1YZipgCjodyhqGOg5Abmz4F08xo1bjJkzA+B5ICDUrJS64u9MOMXAkYtz15l0hYWBlVl69QLatQP8djcDNW3wgnXdcdZDK7B447mWFBs5DNOSU5hCbzOOVvf8gcPltULHxOFZFk0sczrBPxBqjwiCIJzCaLzPWxCGqW1nnUzwr3IE0HjjXHoZjx83BPtYFsQy2bFM2g0zA8QyLYIAVHjzAAC8yIZYFkrwr86xff9H/1YcFN/zSgn+rYfEMoZR5fEy2g0zzjDM48fDG+0x/V5BzzO+xxs33BaXvdZh4FkWZxhmqjUyejnLKr25qmO81fENElKurkJopfSssw6goAAqV/T8vPjFstLCA/J7t/AXvvoqUWtTGxYGU4nw/ffAmjXAunX2nlcazEr3rFUh0ynnWaYTArTnSAN8+vNloSNEC8Qy7e/nSJulNqp53c247rx3VQJ8JNatA378MRl2EQSRuYRHHQCKnGW8dZ5lTo4VBcHYs4zjAN5V4+nLhFimWRzShthalK84ldCLaimvzgcA8EK5EyZZTmiBPiTDCALw7Jf34+Dx2gCAhQsCcT1n5FlmPSSWMY5hGKaiwY3nIbryyvBGW9rCOJVQ5SyLMwxT+n0uO+cTdGi63CrT4kcMHxCdqCpQHcKMWGaQB+m666SV0vhj+lXPQAY4lqXatc0UtElr7RjcOiGW6XmWhZEEzzJHVGDNwzSyxzt499bhGHb+uzH9eevWwHnnAdu2JcE2giAyE1F/cZx3STnLBMS7uqAdP6RqzjIgtAtmPGH/KYcitDaSZxkLGC0kCgJQUR30LHOJqTfPjAvZs0wtlgX/DX52220CPvrIfNEkllkPiWUMo94hUr9je+7q+9D79P+ZLnvWrPBEk15/lulyrCLW3TCvuw74+GPz5XdusQSfjP07lj91dqKmJoygIyCdqFaLZcnoQG+7zYEGV0cYBABwwcFQvOGT2s7EyZACJ8jkjtPuunMazzLls5nQbsQiMKTTx5j9QF+UFu1XfeeEWMbpeJZpSUbOMmeeXf3r1vVUc+5iGzZYYQtBEITxeF/KWaY+xhwpl7MM+sIgoBTL2PEsk/q5MLGMZycMU0LPs6zanw0A4ARH3OaTQPizKotlirHi7NnmSyaxzHpILGMcwx1jFI3R1OsHx1W2tkGTPLgcR1HXM85Qe5a9/z5w+eXmihNFoEfr+RYamCA6Ytld778EAHKuhnh3PYrUoO7bB8ydG1excaMnDAbf14S0xSkKalfoWHRl18LSYMosTg4UJHFMuQOxFQQCwMd3Xo6+befi2avuU32Xsp5lSQjDdObSst9eEASRbuiPl6ScZUD8C6mpFIYZzbMsINaEYca5m2BqEbqm2ogIwLq0DqlAg/r6968ghJwxOJERsUwKZ+HCPcvknMx8IK5xO+2GaT0kljGMcvUlfHcRC3bD1JThpGcZoD8JrV8/8ZxlAHBS/uG4/9Zq9AYpi/7ohoIbjuPeD58DkNgW4ZE4ejQpxRpjIJZxnJT/KX7PMuWgUTuA/P33uIpNGzJZOLMbqQ2WXOutEss6dgy9rlu8T/VddbVzoYnafkE5mE9Ggn8n5goBv367Y3biQqu9BEFYhVHaFZc7tAFJtie+3V8oDNMZREUYZvC91rNMBCAyMaZr3Tr4b9Mm6s9FMTSP48T453EpRaQwTJ0oBDNQgn/rIbGMcSJ1KImiFTB8fuc8y9QNgb7HWyIJ/vXEJ7fLF3fOrERQJr1XUl5doFqRiKvsKA2q7R2ywVboYk0YZry/P8+rk91qf69nnomr2LQh0zrOVPIssyoMU7lRgXT/3nvhs5j7YG9wjiTBTU4YZkDziIcPIO2fJRw4oH/dMsFDlSCIVMVgwUIRl/XQxf+Kq+RU8kwRReUukMZiGROeZYpFKOXmVko4jg2xTLp/3Z7wyjDnWSYvrEUQy+LckIPCMK3H7bQBRPKIFNcfaUITe/kRwjCFAMC7kArIOctc8a0yiSLg0ogyHpcXO19tiL1H6wGw1w1JNBgQASH3XVaSfhqHdiXmWcZxaoFMK5bpdTYEG9g+aODUnmXSMwpY5wEqPe/PXnU/ACDv+As4gA6WlB0rsYRhinFMXqJN0pwYAwYCBmIZeZYRBOEY+uN9ThHqdU3XDwA8Zbrk8DDMFPEs4yOIZQzlLDPyLAt+w0pHYrQIpfAsA1ueZcrFPulSS2PFeMMwSSyzHpoSMo6eZ9nKlckJw1ROAuGAq6xRh2FFGKZ2Utum0WqUFR9Au8ar4i4zbgy8rQAw51kmedGJmqZKWim1LAyTF8O+Z5lM6zhTwbNMWi1c9Wdb+TtJhL/zTnNlauujfd5Pcq03aaUF1BiVl8dh/Hhg9ergxypvqzi2nY2e4N90kQkT8JNnGUEQqcWfO4LtT1gYPhcam8fbRv3yi/q9k32qICjH+3rjYClnWfqHYSpTkejlLAOCHkhseJYFCU+7EvIsW/27l5Hxa03EgULIlrzoE3V60LsXuncH/md+Lz+iBsanhJmN0W6Y7dqFH1tZab58rTuw6r1gr1gWKQxTamQviDNJf3gYpujoSk5IQNJbUQutSMRVdsp1QjUdinZ3HCQWhqn1LNP7nmVS7zonFyfry2k8QUWRx4RvxgAIbjoCAK+8Ahw8GHuZ2tBEFx9An7Zz5Pc84stLkwjSCjjHcxg3Lri5ShhxrPRHS/DvBIaeZSSWEQThEELN2HDOHK1YptgNM87284UX1O9TxbNMWTcJAQzthin9W/N7n3PKz2HH8BwjYpmBI4DSsyzL7cUPP9hsVzKQ6xo5Z5lVnmUAMDi+vfwIkFjGNGbCMKvjmFtpO0snxbJInKgqkF93bPZLhCON0YbsqWLJbZ6Ja92ylSTqWabE4/Lhh3Fd8fJ1Jt1eLMSwrgkm+Oe4yKs2rHuWEfah9SwDQgP9By/+N6ThsN/EIrj2WBcfwJwH+snv3VxVfMYmhP6zuuNQ49ARcSS+iZrg3wGMEvwTBEE4hbyZjDZnmUJQijcPkhbHd8OM4FkmMpizDAiOW5vU2RF2yBkN19hpUdIwuqV4PuT04HH5UFFhn03JIzwMUyuWWRmGSSQG/aQMo+zMtEkwtUJXXGJZpB02HRDLjCZRSrGsdsEh0+VqPcvcLr9mdc7uUYOxZ5kklpUWHYxrYqq8Z/JzKtD11MW4s/8rqFdrDwDnEvwb7oYZp5syz5NnWSbhqGcZF57Lq2W9jfJr6T40Y6OeWKZ6DwfEMp1n9b77gGe/vE9xSOJimVbkdsLDwe+zJmcZQbCMKAL/+Q/wc7gzDJEE9PoaQJ3g36o2KmU8y/TGwWJNGCaDu2HqsfCf3Swbsy5cCLz3njVlmSaCZ5kklmW5GUnwL42FFEK2VH05DDNOYdtN2egth8QyhlFvrxz5WCs8y1STGJtzlqkmmprKStsRA8CRilpxla0Sy3i/Jg+PzROkCIm0lduCC39Zl09tz+sN0POMby0rL1aMPctcNZ/G71mW4zEWFFhfmck0scwplLt2KT3L3HxoEC9tPGJWLLuoQygBhVZAcnH2h2HqeZY98wxQUZ2P93+4puYQC8IwtTnLTJeYOD4Dsczs4JaeQ4JlZs0CRo0COnVy2pLMQLvzsoRKLEvAM/eflz6OGWMuB0TBec8yOQyT7d0wOcXiuNE8riCn3DKxrHt3YNgw4LffrCkvHrR14bjQRm2J5J5OKUTpWY0chhkP2dmJmUaEw/iUMLNRi2WRPcuq4nBE0JZxStmW0JsU8ix7+F9N5dfV/vhaEdVE16URy+IUbOJFykuh1zlu2ttCfi1y5pcXIg2A7h7wov0J/g08y6QOJt6cZS4+gN//3d7we9Y9yzINpwb2gYD+ar9WfDeL3w/87x+hBBRazzIODkwSDJ5VILRSGm8YZlnRPvRuMzdYuradd+Daer2kchFENNauddqCzEJqG7X5hJXjGZ4T4g5je/zv43D53z4Gt/9758WyGMIwp00LxOUIkEoYjYG1/LTosKXn3bbN0uJiwzCSRJ1ihoVFJmke53KF6irlok10N8ysrITNIzSQWMYwZnKWxSOWKTvkW3tPxAMXP6P40kn1X123kxrUl1/Ho9SLonqi63H51K7sDrXcep5l5dUFqPTmBL/XZgGPqUzj76zKdWEKAy86eTfMOFdeCtz7I37PomeZ6PwtmxLYWXdB0PcsU4pb0kqpGbu0j3ZZkeZ+duT6Gk9e5LrH6Vm25aVTMPfBvrjsnE9TItTRKGeZWdsy+Tkk2Ifub3sxDMPk1Me8/XaCJxK8EEUOdw98AXf0eyXBwuI4vRBbGKab9+ODD2w0LBlID5Fo7FkGAPX2PmDpaZ1ZMDbaOMe6fMxVVcDWrQkVYQnSwiHvCvcsS3Q3zOxs4JSyzcjLLk/MSEKGwSkhIWGnZ9nL141Vf+nobphqOA7YcbARgPgbHyVOe5ZFy2Fw8HgdAIAQsDZfgxW/nVmknT+tTvAvIPLSC3mWsYVTkzbloF65QLF2Vyg2PN4wTCWNau9UvXeiuqKBsA2EBn+II2dZIBDMnwgAA9p/rROGaf/DKghGg3pSBwiCcAbtzsvy54q3dYv3o7Iy0RPxKM75Cy9ccw9eGXYn4Lc343qsYZguPpD2yeDFCDmKlTQrs1YBcnbBOHmeZWedBZxyCrBsWSL2JY4giWV8eM6yRMMwW9Vdgc0vtcCaZ/S2JCfigcQyhokklmmJwwlJ1XiXV+drvnQgDDPCqoRkazyTGWXeISC4WqXOz2bvBEkSkJS//7Rpoe9DIU/mxbKInmVOiGXyQEEbViCtvMS3ypSVFbkuLIplmexZ5qRYJnuWCaF7+N4Pn5Nfx+NZFnXnTGfUspoXxp5l334bwLFj5opVRm7eeMFkFOYc1z+tjYgGJzXbv2Tac0gQRPKQ2p/rrzcWywAg25WYx4ko8sjiFSvsNucGixqGCYZC9hT9aqRxqdUbLjjrWRZ+//qFoLdgotf0jz+C/06fHn8ZViCHYbrDd8OU5nBBxwzzZXdp/AUAoGnp9sSMJGRILGMYZYcSzbMsnsZHWUZFdZ76Syd3odFbaRLiV+pFUR2CyHHavDl2i0jhHcqwYcCMGcHXUiJMUbB2AMNzggO7YeonrJU8y+J2U9aIZSu3t1O9pzBMwgqMPMvKqwtQ5Q3mT7TCs0yLQ4HhNf839izbvEnAvfeaK1Wb5qxW/lG909qKaORZFqMxfdrOwZSbR8AtmlQOCYIgDMjPD7Y/DU7WbL6lGc/Es2isSnnB8fJCZs0HpstLhGi7YQpSGKbLn/5jnRhzlrEglhldK55XCEhx5HhNRUQdzzKtWBZvyKlXLEjMOCIMBqeEhISqQ+Ej5yyLp0O58YLJ8uuwzteBMEyjAUCinmVDh6pFmWDSReeUh2gJP6UVGDGOMMxUzVkG7UAgwTBMrci2ckd7XHXuh2hcZzu6nz4fk95kZHtqAoBzQqGRZxkA+AIeAKHBnxnv3mhimRN5vSKFh0ueZS4+YDr8IeqeAA6M6oWAQc6yGPuXOQ/0w4hu03Bq1aNWmkUQREZTsziu45mjJB6PfKVIIYLXLFLYnYokShimwrMsjj1lUorQeCWKZ5kFgqVybOSoZxkXfv9aneDf6eiRSDnLlF508VDtL1SeKa4yCDUkljFMpDBM7WQq0cYnL0udGMAoTMUewhvaeD3LvN7g9ufKv+M5QfP72TxQMMrjVUPIs8y8WBZpBxwnPMsMhcGaMMx4E/xr789h57+HD0dfg+0TmmL+IxeE5+BjAPIssx+9BP/nnBP8ThoQdWj2q3xsrEQT1py5vtE9y+LxBI32u1i9oh4LgkU/cI6ww5JyCIIgjDb0ChPL4tgt+eT6yvEkr+5j4shFmQgxh2Fy6R+GKcYodljRDyr7Wic9y7SnZlEsEwI1YZiK3TCvuCL4rzSHi8eL7sAB4LfVIbGsTuHBBKwkJEgsY5hIYZiDzvpKfaxBWIkR2pUpbWiMUQJkp4jXs0zqPJR/x3OC2svK9t5Yf1IqXWI5Z5lJz7LqauDss42/T3QXmrgw8Fbh5DDMOG2KMri7rc8b8ZWbJqT7ANIsTq2YCgLA8+qky+3bB7/L8QRzvnx85+Vwu3ymxLKoApIDSe8jTV6UW6GbJbpYZrrIhDEMwzTZv6TCzp4EkSwyrZ9xmpjFsjjGTWe213qWKQp1QiyLEIa5bTt7OcvEKLthWiGWKRfhnPQs05vbWLUbZqogiuGeZXXrAitWJJazrKwM2LU3W35/4M0yuF325xBnDRLLGCaSZ1mTOuoV7dIT02CG5s0ih6mJjq40qUnEs0zqPFSeZbzWs8zm3tgoNLEGOQzTZM6yaIm3HfEsM/JWkcSyOL36xHT3zY+DtB80WoStYZiB0MkuHsxjzpzQd7lZoQTJHovFMidc7yOFYQbEkGeZ2TYk6mYGDtTVaDFI2qwh9q3pM68dIggiWRhEkmjFsjgEB07UeJYp212bx/vKXKB6HYo0Bna7/Gkfhhlp4xwlVuzE7LRYZrTglgzPMsepeWY4l1qGKSxUh2HGcx2089zru03BSfl/xWcnAYDEMqaJ5FmmpX7F26bKrlcaLadTaoVhxutZJotlCk+yHE+VZjdMu4VBA1/lGiQXXsFkGGa0DsiJnGWGIad8YmGYdl+zVCATwzBlXdmh+ipFlUmTOPTpY3ysmZxl0b2tHOjaFSvgWhLxLIv6uzhwcY08yy475zM8etlj6Nkz1oIy5EEkCCLpGI33rfAs46D0LOM0E3L7F8dD5w/vb6q8OQCA3KzKtG9ilalIIk3jpI2CEkG5MJVKm1z9/e/seZZJ+ZalKBkJtzuxMEwg/DeadOPN+P7hC+IqiwiSQo8DYTXK1Rdt51lepd69spqvZ6pstyuKWJZiyzlSviArPMtWPn0m5j2knPU6k+DfSC2TOhWrdySNd+fJhDDMWZZYGKazOfWcJxOqf8stwCmnBD0mHRPLFIngtYMiJTwnWOpZxsWRkyZxIniWSTnLeMH0tYjqWeaA8B3Jc/qxIeMj5n7UlGSFOQSRkmRCP5NSGHhbaYWPeHKW8ZxCLBNFcMo2ULS3v1FFkuj0q3+VlwAAahccSrWpSBzo96uCZlHKY0GondOeZaGkZeqT33470K49W2KZNAfRzs09HrUwGM910PuN2jf53XxBhAyJZQwTaccYyc1TPhYeU2VnuaqjnNtuASnKbphigp5lkYQiB0JOg/9q8tANApo2TWw3zEg4EYYp5zDQeMqEcpbFm+A/7UdQpsm0ictbbwU3rJg61TkbVOF6modHEELvze7aFe3YinLn8gtqhe1ZsxS7YcYhbkfdzMCBUEZleG1iZNhDSRBE0pA9y3jrPct4hWfZxg0itm0tCH2ZYjnLDh2vDSAolqX9uMfAs0w7JmZBLDO6oi4XcG7XUGgiCwn+pagYjtfxLFOEEceDE1FArENiGcNE2jFGcvOUjzWZENoTxbPMUTFCxwU9Xs8yyash8t85k+Bfe01zc4HNm5W7YVo7YXbGs8zA1T7B3TAzMQxTSdoPIE1QVeVcCKqgUrWCbVCzZsF3sgcorPcs81X7sWZN7dgLtADRoF0aMACoUxryLDNLNM8yzmIP2liwajGIo5xlBEFYRo1YZrD5k0Q8YpmLC435x4zhUFWlmEM4KZbpqB6HTrAjlmkjSVb/eQYAYPGfl6iOO++0HxM+l5lUEEnBKJIECO1wykjOspjCMOMUy1jxvkslSCxjmEirL2GeZSZ3UnHzqReGGcmzTMqZY3b3sUAAyHJXo3OLpcYH2T1QEIw7FJ4HAmLNtRWtz1lme4J/g84z5FkmxqV+fP45A72tSZQ/0003AV4vsHYtcN11wMaNztmVbLyapmrBAvvOredZdvfdwGWXqcUyFx+wNGeZ22W/WBZpoCsNNcwO4vbtA3r1inaU/QNDs7tHRyjJonIIgsh0jHbD1JLrOmi67JLc3fJrnhM0bbmTG3pFEMsK2QnDlHbD7P30PIx5dwImLDGXZzoWDh9WnNWJXaZr/tW7fcWaBfJ4vNP1eO65oHOBY0hhmBovULdbEYbJWReGSSQGiWUMo2rswkKA1JferGdZflbkrROdCMMMYVyXyaNGmio3EACm3TIc9U/aG+nspspMnNhyliUjDNNuDPOzKVdj4hArV69K+xGUaZTPyJw5wNtvA+efD7z/PtC3r3N2JZvqanXd777bvnOLgXDPspwc4LXXQt6uQFCIttKzLN5BVmJE2g0zKOCbDRW59dZYTuuAWJbAAom6ryKxjCAIazDKUQwAuw/Xl1/3yL/ddNkluXvk12FimZO7YUYQy07KP2y4c3G6IKddqannvqP18OrsMSj31bL8XC+9FHrthMjIRcjHzNWIZW6X3zIh75FHrCknHpLpWTbqgkm6n0eLCCOMIbGMYSLn8dJ8btKzrKxwV5Rzp44YwXHAGQ3XAACa1Nlh6m8DAeDKLtMjH2R3XSN6cAABIb4wzGiTa0fCMKFfV2Wcv9dr3i6K6Qf27gX+qtlNOvaE5OlHdeT0iklF7VkWumeVoeGA9WGYVuyMZR7jdqnKH8xvU5BzwlSJMXk8OhCGadUEzKynM0EQhDHGOcsqvbny+zL3ctMlKxP887yzYlm0MEyvPwsA4OKFtBfLZA8kqKuajMWw48cBF+9H09KtDnnkRQjD5KwPw9ywwZpy4qPmB9YRyxLd+fPcU5fofr7++dPiKo8gsYxpIrkqa8Uys55lhdlHop3dVHlWYDTx4DjA7VI2OrHbFltoVKrthimJZdaHYdqOoWdZKIQtHi8xZ4Q/ezl+HPjoo+C/QPj1dTrBqV14vQ7uhqkacYZ+cO3uZGYT/EerT1Ass7nSEdqlI+WFAIDCnOOW33ecyXBzK0gkDFN17VhIvkIQCtasAb7+2mkrMhM5wb9OzrJExjw7dgBbNocGwy4+oC7Pyd0wdfqbyy5TLEyZtO3nn+1N1RAdo1Qk1p7l2DHg0CHg87sHY+vLp6BO9ZfWnsAE+lWzfjdMJ7tfybOM1wnDVCb4t/I6NyvbZl1hGQaJZQwTKWeZVlgyK5ZFTUxs87JErGGYgLnGNiaxzPZVtShimVgjJJmcREa7ZE7shmlUV6VnGRdHDgOzu6KmI9ddB1x9NXDttaHPOrdYgtv7vgpAzBixzEnPMtHAs0wrlvGcYG3OMt7aQVZsGLdLf2wOiWXWk14J/ikMk2CZNm2AgQOB334jLdh+jL2tEhnzNGmiXix1Ogwz2m6Yw0coO1hztnXqBPToARw4ELd5lhJtvG8VV18NzJ4NDDprFgCgafXLST2fPtE9y4rzjsEtHLHTqCRRc101g0GOU4Rh8ubHNt1Pn5+oYYQO7uiHEOlKJFflRMMwo3W8ducsi0QwwT8Hng/aFOzkY7v1U9GzLNoIVPIsMxueFO2SuXgH8iAZhpyqQ9jMkgmeZZ9/Hvz3f/8L/iuKwJLHzgUA7PrrZHDcZQ5ZZi+CACzR90pP/rkD+p5lWVlAQU65/N6sZ1nUnGUOPKva3CpKyqvzAZgPw4ylDk7shqm+romQOv0kQVjJ6tVOW5B5yOMaLtwPItExjzKxekok+I8QhqmMPBBNdKzKMfC+fUBpabwWWkiUtCuJsnQp8MQTwKxZ+ue1EzHSJeVD1/R0/zgAEyw7nxPIOcu0K6dQh2GaHcddeJZzHoEsQ55lDGMmDFMweStE63jtzlkWOT+b+r31nmWpluA/vpxlsXiW2Y0orzSp709BDHWcUb0cdYhWl69+G2i6zFTnyJHQ61YN/sgYzzIAGDDAmfOqwjAVE5icHPVxychZZrv3pCK3ihZppTSeEAouWrvjRBgmeZYRBJFiSG2+NrSL49SeYf6AC2ZRtt0pkbMswjiYi3MDKG2zrtwd0jmM5nDWlN6li45QpjqvnRhfU1Hh4JArmss9nYpI4xq9zTikMMybLvgPct2RN9ML+9sA+UAlAxLLGMZMGKZZF9/oExgnJXu9hjb0meVimc2ratJEWTToLaWd58xOIqPmLHMgDDOkCqhPrBTPEhHLfH79juVIRS3TZaYyf/wRDC+Q4LjMCcN0sikSAqotieVXHo/6uE/vugyivyr2cmMIw7Qf4xVwaTODeAT3LHeUHZwc2Q3TqgT/7Hu4EpmJKFIYpv1ECMNUjPm3H2xiuuRUCsMUBMiRIrpzF4W3TrwL96+/DpSUBP91ltg9y+bNs/K0TvZNkb0Fmeg3RUnYDpdhJMGrXq19uLbFCFPFSl5phLWQWMYwkVyVtcnazQ5qou3i5cRumBnnWWYQOivUNJZmE/xH9SxzZAdJ/QGRWiyLP2eZL+DR/Z7nBKYG+v/5T/hnb71lvx3JZONGYNIkwK+57R0Vyww8y7Rt0plNVqJ+eewXJDbPspiLs4YIuVWkAVw8bUg0scxsO2cFlOCfICJz4gTwxhtOW5FZyAn+dRp/5ULFjJ+Gmi5b5VnGCY4n+JfRqyufuGfZm28G/739dpPGWY1R3l6d/n38eEtPbGVhMZ5Smq/qfKUQy6wS8pz16ZA8y4zDMAHgzNqfmSpX8kojrIXEMoaJ5qqsxtzMKqqHgM2tUKQE/8kXy2wWkaIm+E8sZ5kg6JfrSJ4vg3wNohhquvIqfzJdrFQXo44lP7uc6Xksx4nYtctpK6zl1FOBm28GXntN/bmT11Gd4F99D7e4e6PqvUc4GHO5ggBUenMMvw/munBGxNdbAU9kK/Rsd5QdGtJMLNOUZFE5BJFa3HknsHOn01ZkFlKbrxXLtGGY0Ra79dCKZY7mLFO1v7oJruSXtbM2hn9vVG4qNscGY2A9sUzHSSmB86bO4niQkIDEO7Cpj9WEcpYZh2EmhZS8yVMfEssYJmKCf+1umKYT/EcTy1LHTTbpYpnNEx7RoPOUCCX4NzcxldpQrz9L93snc5aFdZ6Ki1rr2AzT5UoDR6P4/os7fgHRm4yd+5whU0IuAWDRIvX7VPAs0xOgN+9rgQPH6oQ+MBE2LQiR2zEnwzD1BrqJhGFmeyKLZYITYlkC/Zvyfoxn0koQ6YDWw5ewA2OxTNnWxLNooWy7nc9ZFlksU3rrXN5wuIlyE7EqOYhRIkkkdh+ub61Ylmp9kyoM0+egIVZR86xGCMOMh+iOLKkzN08nSCxjmEieZeHhMOYaxuhhmPY3tJFscinqy4xnmcU5y+RcaAYi3Mklu+ERbc54auBFp7y9qnNamy5WuldETj8MEwBw0KEtFImE0DY9qeBZpvdMud2a/BImxG1BiDwo8ridS/AfKQzT7CSN41LUs8yymyrFJiQEQaQt8hhYNzQxvjGw3t84nbNM1f7qhLEpxcIiz24T5SZkVnKQtLIo0T+W74Cdap5lCrHMW5X+YpnkWabdjAMAOjT9Ne5yd/7VMPIBDmyIxAIkljGMmQT/ghhBNNAh1TzLzIRh1i3eF3O5qehZFtlVWbFTpMUJ/gHgtMoHTJWZKGIMYpkv6xTT5ZacFLw/s7KNV3BEsJMoU/sMsOzRon1mU8KzTAzvatet03xuIu+LIABuV+Tjec7uxPcREvwL8XuWtWm0OvJZA+kVhkm7YRIEkQyMwjAB4F+fPyS/TnexTHU+vc0MFAKEm4uyQYyy2BRsjkXZW1D9OccBLe/egAnfjAEQvD7p7lkWGu7rxZiGxuN/bvcZ7OAZ5/kcgIvgWXZq/Q1xlSmKwXy1kQ+yf0MkFiCxjGEihmGGeR2Y6+zSKcG/lgnX3RlzmanoWRbNq0HyLBNNhmHKnmUR3L3zhM2mykyYCCGn36/tAQD47DMB+2LXPwGEVlkFGIvEsew+lC6ED7RScFRoEdrk99LjckbD1bi515u2ikiSqKInlmVnJyCWBaJfP9vDppPgWQYAf+/0ceTTmmznrIHEMoIgUg1pAh7eBr/09V347OdLAAANTord20pCG4bpbIL/aGGYodcuPopnsqrcBIxKFhHGwJv2tcTEebcBsF4sc2QOF6k/VHiWuV1+TJgQ/3ka19mOn584GwNO/zD+QhImWFedRzX+EkUgyxVt93DyLIsHEssYJlIYZlijZLKzS7UE/yqi+CK3rBd7ws+U9CyLkuBfEOILw0zJgYLBbyuKIW+VpUsCuPRSc6XyNeJwQMyOcGZqHtMR6T7O8VTiqnM/RJ77EABg9TNt8eYNt2JEt6m22SLvhqkjQHOcJgzTzPMaQ3vt5u0OVUhOzrKfNv0t8lkdCMOMtkAy7PxpMRXD2ZwYmyDsJstdjRxPpdNmZARGu2EG33LIzQpeh8v/FnkBQo/ICf7tHTwKURL8q8QyE4tjKTkGlowS9a6peiHKrFgWaX5j3SY2ZogUhhmKAvG4fAmFnL42/Hacfcpy/Pvia+IvJEHkbDoWqmWCALx03d1RTkyeZfFAs0GGiRiGqfEs4WAyl0yUQb7dqxJmOjk9Lw8jUlIsixDuBACBOMMwY/EsM7traqKENjPgNZ+rJ+BLzKYX46RyjUMtWQ7DfPzv49CkzjZHbEk20n383NX34sPR1+DuDheqvj/7lF9ss0X2LNPpajkOaFJnh+JgM2GY0dvXPo3fj7k8K4i08UginmXRwwpSL2fZtFtGRPhb1TtL7CGIVITjBOx/owyHJ52Eo4fTP89QqmMcSRL8t2/bOXGXrWy7XXwA9U/ao/jWmU2uAOiHYbITFICo432pb+XMi2UVFRHO6oBYFjEdsyI3XaJiWUnBX/H/sUVIwrbeNTO74Z5EDMNCR3K8sgCJZQyT1DDMaGFcTiT4jzG0TOXNEe3YFAzDDDWIRjnLpN0wzXuW3dLrDeTnGPegdocmcvJvazwBD9+sIjqSZ5mokxxWeRTLfHT7VU6bkBSkpkfyIGtRa6nqezvDE8Wah1Vv8BM22DMhlokxjIoubDIp5vKsIbpn2cklu9G+wY8xl8hxwYExAExbOEz/IEcGf5TgnyCikZ9djuK8Y8jJqsZDd++J/gdEQhh5lknwfPztjbLffGfUSLwyTJHOxO7xvokwzLiLVSAIwG+/ObPDq1HeXgnlQpTZem/aBJxSthm/PnUWruzykea8ziX415tnKBPhc5yYkFgWz6Kd1ci3moXKbkyPIYVhxoWp2eDTTz+Nc845B4WFhSgrK8Mll1yC9evXq46pqqrC6NGjUbt2bRQUFGDIkCHYp0kotGPHDgwaNAh5eXkoKyvDvffeCz/tM205kR4cbRgmZ3kYppPhJdY1PrGJZc4k0jbsPGvEMrPXVBCAN264LRHDLEc0qKvWs8ws0gYVkUItzXggpjp6/fGp9eJLIprqSDqS0S6K8Yir8dtSM/jTuZfC8siZGMTElKfL9rx0xu3S7XeEFiimXH2eqVIlzzK/YLAZhxODv1hGpQbHqD5OybgfgrCeL74AFi1y2grGiZDgP1EiCww2e5aZCMM0Va5BNZ58EujQAbjppvjKTQyj6KDgv/GGYfr9wTr958abcFbTFfjo9qvV3xv1tzag61im+JDnhIQ0JtvzueogC9sWlikIwNxVvSMfRGGYcWFqNrhgwQKMHj0aS5cuxdy5c+Hz+dC3b1+Ul5fLx9x111344osvMHPmTCxYsAC7d+/GZZddJn8fCAQwaNAgeL1eLF68GNOmTcPUqVPx6KOPWlcrAkCUnGUJepZF6xyjhalYjZnTNamzI+Y/iEksK98W+8mtIFrOMjGZOcts9m+PENoliVnxrBKFdnM1rg8L89jivCMwelZZTfI/Zw6wdSvgcevf/3buBCp7lhkM6FXeUmbEshgWI+ze8ZSLsCq8d2/8wrPkWeYLeND1sR/CD0jBnGXBY6K3SyzvSksQSkSRwyefOG0F20TzLEuEiOMsJze5sjAM02jM99hjwX+nTo2v3ISIMAYGAH8gON73uP2mxLKqquC/ZUX7lSeTXwUC9qchMZqvAtaKZangWSajU5FKb25cRYliDJFTLExsHMDUCPabb77BiBEjcMYZZ6B9+/aYOnUqduzYgeXLlwMAjh49ismTJ+PFF19Ez5490bFjR0yZMgWLFy/G0qXBUJg5c+Zg7dq1eP/993HmmWdiwIABeOKJJ/D666/D6419i18iOqZyljHgWRZp4jH0lenqD4TY8mfEJJZVHYipLOuI3HkKceYsS8k21CCJgbJTiGeVKMsV9DoSYJzg31nvyMTp1PwnHPnPSfhg9DW6A4uSgsM4/eS19htmA70jLK7ZKRJG2g0T0Cb4NxOGGYsQYzMRRPxE8v+5+WA75vN7sHjDuTj/8YUY+OxXisLtH/jGtBhk0MeoI4hi8D4jiDRBe99q21ord+sjwomc4B+498Nn4y478jjLyTDM6F7bcRWrIKZcUEkjNs8yAHCZ8JoPbYRUJX+mfG0mXY1VhIYQkcWyKl9O2nuWRXpmbp3yRlwlCkIskROpUPf0IyE/y6NHjwIASkpKAADLly+Hz+dDb8VMpVWrVmjcuDGWLFmCzp07Y8mSJWjbti3q1q0rH9OvXz/ceuutWLNmDc466yzdc/l8Pvh87CQIleqSzDp5vaHBis/vBxTn0gpLohgwZQsXZYeZJUsC6NXWvuulNF1bVwCY+dNQAFcojq8GhOitbXU1F3XWWVnhhdvGe1OoUfBE6N8/UoJ/MWDumamOYYdto3MmC6FGFJByPoWeG07eDVPq+MzYle0ODgoCYpbhMT5vdVq3Ofdf9AwA4OpzP8L9K98DdASLtc+eAe6amjYijesaxCO/2rLF+CieE2yrq88nLQBxYef0+zUimuCP2S6f1wvkhH8eEFyhVVNOdOZZRfi9JGr6m1jtEkU3PO7gsaefwQPg8MP68wEAj3/6Tzx62ROAaP/YQIhBrPR5KwAxfIjl9QL50hsx/F689FIXjh4F5s0zn7CZiA87xmOZQFBUCLXDynFmcCwagM9Hk7VkIY33A4J6PB986cGnP1+G566+D8crC5Bj6l73RPTGmT3bj55X2/fseH0hxwqf3w+I4X2rklif66C/hifiMXa3EYFAyDs9eO6gfcFNfniVqMXBB58vtk4j6FnmQU5WSCCTdksFgIDIO9AeBusqCOH9YiDA4ZivEEW5x/HT5r9BFAX4fPEslKnvZTvqGKl/0T6rALB2V2vdv49GdXV0IdDn84bNjzMVM9c+brFMEASMHTsWXbt2RZs2bQAAe/fuRVZWFmrVqqU6tm7duti7d698jFIok76XvjNizpw5yMvLi9fclGXu3LlJK3vr1iKcVSfYeX777Xeo5k+Sv7tQoz4fOnAEK2fNirlsr7cq4veffAJUN4y9vETZsqUIZ9eV6votqrlamiMGY8G6buh++kIAwOxvZiHA6cw2NSxffjKuOTvyMV99tQOebfbVdf/+fUALoKqyGrN0rlllVbAjOHRoP5aauKZbthTjnLqRjzl65BgWmygzUfbv3wc0Aiorg5249LysWHEyumrCMPV+CyNcXDB0/OgJP25553Nc0/UDXNF5huqYn3/+CeVrjydcByfw+Xi4FBOVzZs3Azg14t+Y+f1Sk8ExHcVzgm113b6qAj1OAQICF3bOI0eyVGLZ0aOHsCpGu9asLgB02iVB5OFS7GyczP5Fy6ED+4H6QEV5ZVhd/9xZBHQIvY/19z9+vLvsWZZXcFD1nTSgrCg/avu9u3fvHqBR5GPmzpkFH1cU9nllpQtXSq8ryrFIYbvfz+Grry4GALzzzndo0KA87O+J5GHn88IigQAH4GL5vdazbOvWLZg1ix1v5hMn3Ni+vRitWx9yfAdGUQROr+nzl/+6HN7NobHLzp0FAHrJeag8Lp/JNnNwxF2Jn3+eR1Ut+9rgdb/nok/z4OtvvpkNgVMLXNu2FaJjaeh9rHUtL3cDGBTxGLv7mj17dgENgOrqqppzB8c5f/55AEBdeXEcAA4d3IVZs1bFVO6xY1kABqhyuw47/135dXVVle11LT9xAgBw+PBhrNOce+XKk7F+8/14augj4DkBBw7sw6xZy+I4y2CVWGZnHZX9y0k1wuC6tX9g+QG1Df5AX9V7M/dvvShi2fzvv0MFXy+m8linItJ2sBriFstGjx6N1atX44cfdHKIJIG+ffuiqCh84Jmu+Hw+zJ07F3369IHHE3klI15WrAD4jcHOs1fv3kCOQgnRRCXu3JmPgbcPjLns/3zzq+7nn/18CS4957/gIGLgwNjLS5QVKwBsDL7u1as3kFMWdozXH/Ii6te3F+ApjlruX39FHwE1bFAXHW2s6+EVMwEAubk5ur/xbzPeBgDUKSlGSxN2/forgM2RjymuVcvW6/rfdcHNQXJzg0K59LwcOcIhsFy9G6YZu+a9NS1Ybn5tfPHrxfhh/XlhYtnZHTogv3nPhOvgBFu2AOsWT5bft2jRPOrf2Hld7SY3K9Qp8rxgW10XCeuASgBwhZ3zwAHg8wX/k9/XKipAmxjtOr5/v+7nAlwAgqtlHMSk9i9avtm4DQCQl5+Pv2nqsfLHHar3sf7+48a50arBHwCABier1Slp4leYn237vTtz7cyox/Tp1QPICR+UHj8O4Jvg69zcXJXtyoXO7t27o2XLBA0lYsKO8Vgm4PMB2Z4qnN5gHVZsP1Pl5SCKHJo3PwUDBzZ1zkCLad3ajU2bOLz9th/DhjkbOy0IwPbX7gUAnHP2OShu2VX+7o9gEwqfP3hvu11+022mlDtSD46zd7yf6zoKHAu+7j9gAMCrIwRWrwawLvQ+VtuOHAn+27LeBhTknMBv2zqEHWN3X/Pphk8BANnZ6vF+YWFQDVR6lp3coDRm+6R995Shly9fd5f8Oi+Hs72u0xYEhfSSkhJ00Jz7+HEOqzfOAxBc8Kxbt27c9inbJTvqqNe/LP3tJQBA6zNOR9nZahsCgrotidXGw4eBtWufi3hMjx7dgYLo84FM4NixYzEfG5dYdvvtt+PLL7/EwoUL0bBhQ/nzevXqwev14siRIyrvsn379qFevXryMcuWqdVgabdM6Rg9PB4Pk4OYZNbLrbi6Hk8WoDiPoAmL4TnBlB16q2grtreX82jxvLnyEkV5Ko/Ho/6gBuXuLh4Xr3uMllhWC128aGtd5XwUHK97XpGr2Q0TAVN2uWJIUcBxnK115eW6Bo2TnheXK3w3TDN2ZbmDbvwBLphIUy+nlIu3t65W4verV/VdES6ui/cjILjTtq6x8MTl/5Rfm23rEoHngveViPB7ye0OhRcDwU0nYrWLqynXH3DB7QqtkoqKVWapnnbVleON2yVOM5nheU9M7U3l/vW4qMOXwb9xq/MLSpMEs+2cFbhiiHTx8NDtY5QfcZy63VLmzAleuwSMJEzD6jjTLgQB+Oqe/ujV5jsMf3MqvvpN7aXj8bjg8difCylZbNoU/HfmTDdGjnTWlkAg1Oe7NfdxVk3zK42B3a5AsAMy4Q4XybOMg71jYOV4xuPJBnj1VFZrSqy2BQ8TseGF0wAAZbfuw4FjZZpj7G0f5DEw1P1qZWWwE1KKZVe1eQwez/Mxlasnlilx8z7b6yrVlONdYefOylLv/Oly8fB44slTIKJhyU75nb3z1NBzKYWou1zhfY5fkyQvVhvd7pDzQEDgdXPYedzumOa+mYCZa2/qThNFEbfffjs+++wzfPfdd2jWrJnq+44dO8Lj8eDbb7+VP1u/fj127NiBLl26AAC6dOmCVatWYb9iZXzu3LkoKipC69bqOF0iMSJtr/yv/z2kem92dxC9uOh+/54dJmDYRSwJkaVdY4J/EFt9/f7oBfOwOcG0QdJ7CWk3TLObNsSWxNTuWAPjXSsT2Q1TSvDvC2SrylKRxgn+AwFtvhjjY/Oz2Q/16n3GPPm1nW2TIO1kpXN/CYJ6kw5Tz2vNsdr7NqCTI8s2Iu3Sq0m+NWNG+CF69DojNJbgeDduuCH0ndSec3a3vwBiSWgd8EdP8M9pku0q22Cnw7oIwiyCAPRq8x0A4PY+r6mSTUtCDoubV6RCnUQx1LfxmvZW8kOQPMuCf2BuA6honmW2ohqbWddQiiLw37svkd83qbPdsrLjRTRI8C95HSvFsotavBBzuTfeCDx5+cOGu4bzcDKvlX6Cf+WYP97+8Zmr7kdh7gn5fVXkjEJJI7QZR/h3euPFWBAERQ5nv4EQlMbzGicxdUVGjx6N999/Hx9++CEKCwuxd+9e7N27V84nVFxcjJEjR+Luu+/G999/j+XLl+P6669Hly5d0LlzZwDBcMrWrVvjuuuuw8qVKzF79mw88sgjGD16NLKzI+xMR5hGvWOX+ol89OPHcfYjP+OGScFQLbMTSO0gHwD2H6sblnTdGYxEJMXtHuPEVAhErwcHc4OORFFIILrfS2JZUnbDtHsGZ7BttigioXtNSvBfXlkjlgnhTaHowC57VqH1LItEJohlSopyY3e9ThRRCCXn1SIIGkHTTDsiSquHai8NvxDKw/jxr1eZMdUCpMlweF1dvPpelFa1o5aoLIv3YOJEYM6c4FvJS8Lu9hfQLkTp87dzvPjHP6KWpH4n6r8miHRAec9me6rRWrHbMs8J+Pe/gSFDHDAsyaTCsyqKij5fM04rrsk4ooyuiHVHeAkpd6QedotlqrmNhWNSUQQGdwylRnjzhlvw47hz4Y4gFCYdgzFw48bAL78A/3w0Pk/NNWuAhy/5l+H3bt5r+F3ykO7f8G84LjTeib7jozH3XagOU6zZp9A5Yrh/16+PrSilYF7pyzU6KkbDCCWmxLI33ngDR48eRY8ePVC/fn35v+nTQwmwXnrpJVx44YUYMmQIunXrhnr16uHTTz+Vv3e5XPjyyy/hcrnQpUsXXHvttRg2bBgef/xx62pFAIjcoYgij+Vbz0a1LygWmPfO0X/gQm7e9k9goqESRGIUkqSdJyNhu2dDJA8OSHmLzE8iYxvw2SuWiQZ1FUVFxxmPWOYJepY1apaDpk2B3DydpjCGHe9SlUAAcvgaABw8aHxsJohlysH8oLPsS+gqiSp6K4XKsBnAnGeZKOh7lvnFHLwy+w4AwPodzcL+LqlE8Hj1Cvlhn8VUpNLzjncjOxvo0yf4Xn7+HRDLYhlwVlf58OKLOn+p+lNjsYwg0g2lZ2S7xqsw/5EL5PdSP/3ZZ3ZblRkoF1/kkHgNvkACnmVuY8HI9sXxCI4AWvaWx574Udv+dmz2K849dQl6nD4/dtssx3gM3LEj0KxZfF5I0XZadnFOiGUS4deU563xLNPy22/WlGMaEwLzI4/EdpwghITESq++WLZpk4AFC2I+NVGDqZgNMYaRXE5ODl5//XW8/vrrhsc0adKEgZ3XUp9InmUS8YZN6nmWAaEk+lJOKLuIZaVftTIT48RUjCE2kedsnqwZrDSFvo7Psyy2MEy7MRYGrQjDzMrJxpYtwHtTw8sX09hdWbt1+ltvGR9bVrwfm/axl0lcEDjwvOTq7owKIUTwLMvNhZy8HjAXQindm1oRzi9my4sCdtc5dL7wulb4T1K9jzZQl1DldHOpwwpCix9OPKfRz2kUtqQOw1RfIwrDJNKZSGMIp9pgO0gFkVvpWcYZNB6q0CyTnmWpFIYpRGkoOQ4Y8vLH+GTs33HMW4pY9/4zuo6O3rsRFoyB+PuJaH2w2xGxrOb+1flG5VnGCZb1jwMGOPv8Gj2r6mNiK8vnC83lK6rzdI+5+GIR63YBGzcCLVrEbGbGE58kTaQHMbgqKxMmmsFIXJMmMFd1+chUedYSQ8tioVhmfxhmZM8yvxgULHnRXGeXip5lIbdsnTBMSeiNwyU7S9oum88GxwGiTlMoprlnWaxMGjkqeYY4iNLrSitK2EVIxA9/burU0YaExn4fS+1SQHDht21nyp/7xRzH8kZG83hVEuvgT3UNNUmc5e+cGOnGcM5Ik0tFQWaLJYiUJdL962xqDvZRiWUGnmUqT2STYlm7Rr8bfmd7/1pzowk6If8S0sK9mcVsQ7EMIsZdNh5dT/0h5rKsI/LieLLEMhfvROipsQKoFMus9CxzCjPPTKyLi7t2RQ/DlL6XNichYoPEMoYx41lmVRjmiG5TAQBnNV1hsrxEid7wqAcKsXagxr/Lm9/eDCD1wjB9NXmLOLHaVLGxeJYZddhJw6CuXbsmFoYp7QAkcsHfSk8sS+cwTK1nGQC8NmK07rFnNFyr+3m6o3zeG9fZ4YgNsgeYQVervHd5mBC3FQn+z37kF/njnRXnJCQiJ4bxoD5eESiiZ1lNPY28nJNJLF72sXiWaQVS5XeBgHPJhwkiHiKNIeLxAE8XUkHkFkVl0nCjcRoHr+RdZiLyoH2TFTitwQbD753KWaaXHxMICitSShiXicVso+t44wVvY/yQx/DDuPPNGWolOgvGOh/HTEqGYUa4jTgu5IwRr1hWnooZR3Qq0qMHsGFPMNpj1Z9tYq7r/v0KscwgDFN6VilFvDlILGOYWMQySXBQbqUbC0YTFJ53ZtSgrqpReGLiYZjfrOwHAHj+q3/gaEUwa6rtOXPkXlL/65WrgwLQscOV5oqNIZTVdgzEshYtwkOIzYSRSp5lokvqMfQ8y5zcDSgxtJ5ljWrvwOg+E3WP9fkd3EHRQk4u2Yl3Rl2PPm2DGeCVOQqLco87YpOcs8zgYVVOIM14goY2DuAhiC50fPgXvDjrLnyz/wW5nXNqtV83ZFrzbMY6+FOLZaH7tLAQino64bESg1gWIcePRKQwzNNPD9azosK0cQThCO++a/zdgn92R3bNItWKFfbYYxepIJYJQvQwTECxK7yJ8c0dfV+N+L39u2Ea5wKVkHdL5kzkAjWoxqn1jIXCpBPl5kpaGKaTCf51xhAeT2JhmDt3AgUF4Z+3qLvRpI3WEGl8NmcO8PQXwURlu/46OXZPfEXOsp+3nBPxvDk5ul8TBpBYxjAq8cPgaZNWv5uVbTPplp0Co4NEiDWZtiZv1b0fPYd2D6zEfR89G+qM7fYsk+P69a9plS/YCvqrzbkl+H2x1MOZMEw9z5ysLLVXpJnQQ2UYplH5h/al4jJUbGg9y/R2sloqvg0A2HOkvh0mJZ3xl43H9d2nYurNIwCEJ793Aln8MFgBV4llcXiWSYPHX7d1xD8+eBFFtYsd9yyzMgxTneA/5Fk2Z47y+joglsWQzzAmzzLNREi7G6bf72ACYoIwydixxt/VLd6P56++BwDw7LP22GMXqSCWRQvD/PDD4L9ykv8YoysOHgx54hth98JMyGM7gihY41lWVZH4YrbtERWaswdhPwwztN4WXqk+fYCAGH8Y5vvv63/e/fQFzuYsMxAGO3cJjeNiX1xUbKTy86UY/8m4sGOkcSF5lpnD+dkEkTxi8CwrLToQehOI3ROJS7n8EybDMGMUy7Q71PkDbqz6sx1EkXdwN7bI3iqSWBZtgKPF503FMAnpPguv67ETwZwU0s6WeqGHRuS4pTBMqccIL3/iKydiLzDF0AqH0iBDiZerDQDIzTLngZiqlBXtBwA0OGkPgNQQy8QoXqDxhmFKnmWC5rpynDI80e4RoHFciHYwGo9nGa/wLOvcGbh8qHR9nRjpJidnWWpuskIQ1jCq5yQAdJ8ng2hhmFddBfz0k8KzTIxNDBk0CKjw6icLl3DMsyyCiCWNzyH64Y2xa42Us8wxkpTg/7TTIn/v4X22q8CR7iOPBzj33FA0idl6G4mDfsFtaqHdMqJ4ge74M+RFF/uGSKEx5RltXHjru5vDT1tzL3s8YV8REXB+NkEkjVjCMFUeJyZ2/+MNVvP3HI513xlrUbfpsYRhxqqsqOupnIBLK1e2J/iPkrOsyps8scyxnGU6Hcpf5SUAgJL8vwCYE8tkjx7eOAQxPzu9PMu8XuCSS4AJE8J/C3ngqECoyddWWnQQDU7aZYOFyUVbR706y9g0CIyU4B9I3LNMKwhyXKidS6UE/3GLZUrPMk3OMp5zLmdZIgn+I+2GmQoeKgSRbFgTy1LhuY1lN0yeN+9ZtmyZZhdNHewWkwQTYZhu3h/z2HD+fP3Pncy3J0ZZHI+Xiy+O4SC7U5HIa4sGdeXi25AOAFwGw0Gf3wNfCmZc2bvPfH42UQx5jt17H69KRSJBG63EB4llDKMSy6KEYQIwkfQeMFpZv37SFBNlWInJzjrG5O1GOyK2axfabcf2RJgRXJWB0C4o5sWyWK6/Q7th6pz34PE6AELekWbEskheMLv+agAAKMhJL8+yDz4APv88GAqjXSnTG8yGvOqAdc+dnmTrrOX4ceCE5vJohSOj5L/BL+0ZMIhRVsDj9iwTo3uW8byAXbZqoLEn+I89B0fomvJu9YRNCjXiIGDPHhNmWoGNu2GmwkScIJSIIhJ65li7p6urg+GKTiII0RP8u1yhRd5YPcuC5UW+YLaH/EthmBH6eEksMyM2XHWV/uduV2hwaf+9G9mzTGnP9uMdYyrx2LEYk92buEesIbInvpQuxcUHYva2kjASy1x8wBGxjIswBwli3otO6VnWsCGPMXeG/0jSs8xaG5xsSCxjmFg8y7Lcigmaid1xjMIwdx8OCg17j9SNuSzLMWhZ1JPpWDt39XFSAycIod1GXLB7y7LYPMvysitNtYhaz7JvVvbDnFV9NEelxm6YAHC8qhBAyAPMjFgWGvyF7gnuGhFZw6rx3g/XAVAPkNKBY8dCr7W/hd5gVvIsA5xLgB8PXi9QVBRMfq4UBZUiTdPSrZFXYmPNWZggsmdZTDnLTNhk4FkGhAQmDqLN4QWRPcu+Xtlffs9zsT1bas8yzWi3xrPs2FERDRoY5yRJDsbt6p+HGgIwTvCvbpIpDJNIP8aMQULPHGsTtSVLgNLSYBJxp4iWswyo8Szzm/MsA6J7o1zQ+vuYy7KCaItQQEgUtGIcp4zAsf3ejRJJIgjAsDemAQAqAydFLa66GiguBp56KoZzC3Yn+Y+W9zT+BP9G4pqLD5hcaLcJLjGxLPj34QohiWXxQWIZy6g8y/Qv9dYDzRTHx9ZiVFQAFeX6szAp9Mlut+VYHnzlKpR2l0vjP9I/LhAI5QazWyyLGobpC4kgYiD2zk4rlo2aPEkW3kLnjrk4izBefZEGff3azcGonm/F1OH5/cArr0C+rtoVWF8gK2yXzXRBeW20IoleXUQuPbfD2bcv9FryLlu1Sn3M1pdPwUn5R4wLsUssizKoV7aTZnbtQgTPMulcqZTgXxSBoa/MkN/H6o2rzlmm9SxTb2Tw4INmbE2U4DlXbm8X9k21L+ixGVsYpmD4HUGkKq+9Fvz3gQfi+3tWReHZs507d6xhmLJnmYkQu2h9idFO20kjyhgYUIdhJtquKhc+RL8zApLRGEIQQqG1fAxjiN27TZzaxPzBGiJfV7EmDLNH6wWok7vdVMlGnmVul99RzzKjZ1WUhME4E/wDvO68X/qexhrmILGMYUSV0KP/tE1fekXoTYwrTY8+aiwkOCWWmc2ZIMYYhqVN8K9U5SVRirfbs8yMWOaP3Tbtbpj6rvf2epZFEhvk3BsA3hp5C3A8+hbQb70F3Hmnom46vRALYplWONR7HgOcZh9tu/NTxIleJ9+uHXTzMxgXYs9SohAlZ1m1PxQKa2pX3Zp2SS9nizLBf7zJf+Mjcl2Vz2trz6TYSjRI8A8AHOfgc1pzE27Yeyqa3LkN9UeHZiBS22JVGCZBpCpGE1AjlJ75LGI2NMxKYg3DlNthE31gqo2FpHFhpE18pLmI25W4WKbK7bzzk8QKM0uUBP+CEKprLGKZuXPbOyaMNTQRAB7s1MtU2UbPppmcdlYSmoMYfM8nlrMMHC+Hreqdl8Ya5iCxjGViCMMURR7HKgtr3sTWYixYYCyGOSWWqYkehhmrZ5lWVFM2NFIYppuzezfByB3KgoVZ8mvBhFiWign+5cGfznnlFdIaXEeXRy1v+XJ1uXr3iiS6OHsPm0d5S2s7Qr3BruDKV39QtT8JVlmPUSpGM/fmwQP2epYZtUlXvvp/8mtzYpmxZ1muJ9ge3dbnDXsnb1ES/Mu7sAE4M+tfMRWpbLO1Oct4l0MbGQCQV/tFDjsONsH+o2XyN1LYTzwJ/oPPsIj87PTKl0hkJsr2ZYqJdLUsiGV6dbB3cUKN+TBME55lKSaWyTnLYgjDdPGBxD3LFG25cyKDA2JZioVhSp5lAFA3f7Opkl0uEZ+OvTTsc6c8y0Lo1zWexUBtGKaoE4ZJnmXxQWIZw8SS4B9QTGJM5DBINbHMbBhmzDnLtGKZYmXUqTDMSPlyAKDV6Rwqa8InBV/stm3drPEsg6gzGHEmwb+o404ctkOT97BuCVVVwEaN01koXMHYMyflBohRUCa81z4Pb1x/q+r9scpCeWchGX/F/7N33fFSE/v3JNm9DS5celEQFBARFRRFn72ggr13xd57x/5sz6fvpz57789enx3svSCIioD03rnA7bub/P7ITjJJJslkN5nk3rfn81HuJtmZZJNMOXO+5xvRmUUHC1nmZehvwx3/ELOUSDzL3Ab1v8zdBkOu+AMA30B3zpz8fc4ry8ornNkwx+7ytOWzKHitCmuaPTsp30jNoiyzG/yTbJj5d3n16gAnWyxsygaatJyxZBAAmx+oe0GWT6oKvHrhEah7shoDeuiN1oIFIZxvCSVEAJosO+UU/u+1hYnaN98AFelG7D/8v6jK+6bGqSwLHIYZyKM4YTfMcLf3n9d0br+m6OetUztzbKkp1cUVFhDGPM7lUhUlQrJMcBimr7LMPmYNgHKlAYds+5Zje5f2q9DcXHCxBcNUgbL3a5TBP6/3rJ0sY7UDG3ZeaBxbAj9KZFkbBo/BP0CRZZydpySxiYTVq4GcFpeyzP/Nt0ymOZc27WoPWllGvGkUCG5pNe8ORVFMIo+XLJs4EXjhBeu1Ll/X3eVogTDISu8wTP1Y9vO7yy7AoEHAZ5QHrbG6wlKWUdkEWxNuvNH8W7P1hHsO/dTyecurpkCSbQMPQaGJUSEIWVa3PhnKMoB/oPvnn8DGGwP9+pmKV0lWLIkdJMmaBTeOMEzWO9WlC0D/Brxh83RZzmyYVlJb7ODPmY2t17mLMeCSv7B0bU8AwL+OuxSX7/9Pxze9DP6ffBI4fDs9zOfsvR4CABx7bECfmRJKEISgYZjpVBY//H07YZ6RUaKlBbjvpPPx38sOxHNn60mBYifLfJQ5skyNm1qxskwNYPAPAKjzVyH9+af7vnSKMvi3K/Ijh3cYZnU1JVLgTJxjLdcDsSnL3F6kwl8wRWFf742H3YTm9bUFl1sozLNxUZblG5MRG0/EwI5f8pWp0XNvmTkAfOWCo7DvVh/w+3aXAKBElrVpcJNlAVeaJIlNhnXqZDXVFAnrBMTNMJEy+Of0LHMoyyRTWUY6qBaO8MVw4T8gIiGiWpYvRPTVV61Zg/qcPx+NLVVWTzuID8P0ulY7WaYh5TgGAH76Sf/3UcomyWsFtrUqy2iYXllsNLRUOVfpWskEhn7Xv/4auPnm/PYAz6YWQEVbDIKQZXazdzvef1//d9UqmJ5lkFFNLXRLUpwqAPdrvfzyAku0KMts77cUYxgmY7K2tLYXZi0bYCheU0oO/zzmSkD1eq+s9+qfFLdG38cJE4o/5RJKCBuFkEPbbfITBnb+MfyTiQGn7f4EAODQbd8EkADPMsm7v1EUc4yu5lqvZ5kRhsnhWQYAqWXv+xb5vv8hep0Se5wZGXzGEDRZJgW4T1yCBsFjQuP83Uzvi1CWeV1vavVXBZdbKMw5iNsB5rVeu/2uXGVqGhUyLKeZnmUA8MEVY9Bl7ZPc51pCiSxr2+DIhgkUF4b524KhAID1TR0AxOlZFkxZxp8N03odM5cOAAD06mWSjKtXClbk+HSeskwpyzg9y+gVidr6jli4ug8A4MVvj8HJj5iNak6KaVWN0aPQHkgAoElpxzE01q0zi/Eky9TWT5b5DXI0TWoTyrIxY/SEI0AwZZk3gREe/MIwAX5lmeVRVd09y2iSRaTayqzLea3t2zszlvKVaZalpOzvd5wKUNOzzA47ia9mrOHNXp5lbvuWLCn0PEsoIToUTg61zRig2JVlhmk4+0RoZdnXX/Epy2Qph/2HvwsAuOu9S4s/0TDAoyyjxoc8ajBuFTbvQnto8B7vDxpEe3vyv1d8ZJnYMaGfMpJlm8KLlOJ+vZmmOC1I/JMZ8ELTqMytchoqyvHop6fjxW+Pdhzbqe6twOX/L6NElrVhWNRTXp5lBSjLCJHw2Gen45C738B+D+kaZmPiJ2sYNy6mAZHbqgRNlnF3ePpxa+pr0P6U9WjK6Iqtnj1p6bNYYtBMsOcfhhkkGybpPK3eQhJ+mDXS+JRFh0DnWjQ8iEGnssx71Ykmy4zQrTbkWVaRbsSOg76GLOUcWVztOPlkyTmgbiXKMjcEMkIVrSzzaH8L8xuhpPae9Qcoskj4hVbSE8mWFr4T69Zhhfn9jpvaKjSzfoqHkyzbbz/9X3u7lGteb/x9zDHArpZFYvdnliY948jWVUIJfmhpAYYP1zNMB0Eu1/qmHq+9pofAE6U6AORsGZjfflvsOdGw+BV5LKQSEmnlMj6y7JxRD6Km3VoAwPxVfXHvhxcUfa7FwitLOgGdHEaVq8KrW3j4GvtaSd/epw+wyQD9Wleu4D+3yjKOqBPhY0Ifg3+fMb4XUh7kYLZZPFlm+rO5HFAA866qVmUZAJz5xKM49oEXHce6qc5KYKP0a7VlcM6UgijLVBX44QeTWMlk03jr50Owoq43ACvR8s87xDW0fpe66662ziZgGGZDcxXqm9tbdpVX6NdaUSFYqswRhtmUN/jXOD3LaGWZPctkdYU52ctJ1t8gegQgy3yegUZqbOCVZdMkfNVWZYL5ygVH4usbdsY1B9/qO8jp1k1yhGFqAcIy4oTbPQmiMNIEK8vC8CyzFkzCMJ3KMsthQp9fb2KQHvtlM3wn9uDJ51IF2MMw41OWkckaPSE780z9X4eyrFnPvNHYCLz0EjBjRvD6eA1+Syghaqww+WvMmgVMngz8+9/Byti06/ehnpMIHHEEMG8ecPDB+mdNsyYZ6tZhOV56if1dEbAqy9wXUkn7pHBapRy+3WvG36qakCkjIctcwjAHDrSeq6aESJaJVpZxWDl06RJ8gbeqjE0Q3f/xuZixZKD+QdCioonoDP5//92jE83WF1xusXBLxgGPEGM3WMIwpbSnWrJElgVD6ddqwzAH9N764iDKsvvu0/9lq5Csn4WGYvrMCj/7rLAwTGLwrzIarhNP0n+3KsFkGY9nmaEsyxWrLAMmzR1O1SzYs8xDmeM0+Pe+p7qnBynOvVxaWfbGG8FONy5kMsABW+uhEufvfZ8/GSzJjjDMXCufkSdaWeaBgsIwiWcLowunlVaxkGWuIRT032GcmNWzTGzmT6fBf02N/m9LtsxyrNqik2VHHMEqx/13oH+jkhdvCUlB9xDy/pwz8uLiC4kJ9KIbPQbZfchnjKPFQVX5FlJNX2E+ZRk9HtQgBbM7iAzeCrp0Gjjx9K7GZ02q9C2Ru/+ISVnmRZbRY1bePr9dOZsgWtfYwbznoj3L/K61wDDMb78FHn7Iw7NMW++6Lyr4+Qtm1eDEoKZpKE/nkzLIZSWyLESUfq22DGP1xYcsC5AN8+GH9X/JBMVOIsVGllngvF5JKkxZRkg1O4EkSTDIBjlQBpri4RfaJUnBwzA1zQwnJdd69dXAH38AmVwZHhh/Djmy8BMvCO4dit2zjIcsI/Dy9iArkoqcw5tvcp9orKDDtFRN9h3kSHIbVJYFIcsEEYNePl4EJlmmebJbVrLMXVlGkyxK/fRA51sc+MmyMECyRcWT0MAZGrPTTsA55+STZ1AgYZjvvecspaFBxVNPsWugibRWzmMXhcmTgXPPBZYvj/tMSvBHK5JihwB6jEuyo8cFHmUZ7VnGqyyzhDOqsvuCqcCVGR4v0LIyYNLcYfpxIZI+PAtg4YJ9T62nYaqseU+vqpytLOvdaTEloIhJCOBCihUahvnBB97z0TRqCyo3DLgKywpQllnul+ytLPMak5bgRIksa8PQfKTKBIR04JksS5LujXTgNv8F4CSR6BA+Orti1Khq/sX3GAtpyEmW2ZVlnTrp2w84gCbLkqUs08my/EoaZzZMwKksu+02YMgQ4MQTaUI1GQMFgBWG6X1P6QmnqUZxlksMMo/b8T/o2TPIucYHmgjMqYrv4PBvf5Mg2zwRRIUmFgtNA0YO+B7njHoA9OQskMecIOPaIGGY+hf47oGhbLJ14fbHuXrFs1zlhQKfcBH63BqaQwiLkayhJ0KbJsZClCTp4Whzlve3HppXljGLUTWccoqj2Hx5JWUZoHtiPfggcNppcZ9JCX4oTzc7tp3x+CMxnEn0kCSgOWsSZG9dcgh6d1oU2/loGp+yjIybZPApyyxkmddcQiCxonEKAYy+NcQGNIlhmGQcEERZ5haG2Zwpp5RlYhdQ/Tz3lq8ojCyjbWbYB2SFJ0OSGAtuNApZBJQ06p2WvROelZRlwVD6tdoyjFAdvjBMntAkSQIO3daMTSOdJ2loLMoygSRSl/rXqU/hG/wTtdG0acCHHwLHHw8gn0JaOFmmEb8tdwQNw9Q0k9y0E6D6flKbaLKM3CdnU3XU0dGEYe4w4Dvjb6VwiwShoMeCmib5Gvz/7W+S49qDpJKPG9/ftAMeGHseDtzmHWNbECXrIUPujeK0HFADZMPUD3S/Bh5lGQDc9d5l5mFSmWN/dPBXvBI89/UJRddG/AbjScTh9CwD9MlobUONZZvaUuc6EOcNw/xfVpYRTJ4c9xmU4IfKtHNxbtqSwTGcSXSg3+UPf93Xsu+BseciLliUZS79jaKYC58S+Pp7un9SNRlrGzq6nIDA8YNh8O8+hZUken4SYh8hPBtmvloXg399X3CyzG28VJ5uphbH41KWsZ/flkxhlIUfWfbRhyoOPLCgoouGqz0bgv/2VrKsFIYZJkq/VhsG7+qLoSzjJMtokI6UbI8tDJMjlp3ubLg7T80ahtm9O7DPPvqkiCjLspks1q0LeL5FwFiR8GgJm7M6WbZ0cQEG//bwRpi/nejMc5JH59m5axFkGYcPRGtCE3WbN+i8mGPgKjkGVWornJEP7jUNgB5Sst0mP3J/b7/Nno7ojKwIkg1T/wLnPdDYJLIkAQ+MNydsmuR8l6OD/zt1/8f6udl9vZil+TU1MSrLWJ5lgP77269Ny6x3zWZJJrfk3C3KMqqt/V9WlhEkvXlatAj45JO4z0IMytNNOH6n59C9wzK8euHh+O6m7SFLObSrcPogfTVtF1z03N0xnGV4WLvW/Lu2FpgzB2hoANY3VVuO61WzROyJUdDHNwHCMCVOZRlllK+qMpat7eFyIF954cBbgWQcRRYzOMb75Cdbtb6z53HCs2HaFsevukqfh1x5pXmIJPGTZWS/W2KcdyftTyny4jH4ZyXeAgBVK3z1mjUfXV3Xydj37rsFFx0YPMS2mwjj00+BhQud2xsbgY8/bKEKKBn8h4nSr9WGwZNeGTA7T15lCR3+RhrVsjJSp/lIiSTLeExHCwrD1NwN/pEnyxQpZ2RIEgP/SWlDs06WPfMkv8H/5hv+AQDIMTok8ttpopVlHhJ0BxFQgGeZ5EOytpZsmDfdZP3cUf7L5xtOsqy1eJaxcN9J56NnzbK4T8MBjSOEoiBlWX7VUZOcnmU02V2Q70WB8COgJclsR3hCDHjJMjvhJAJefasj8UimznXQanh/qqRcc19JWWZF0n+DDTcE9toL+OijuM8ketx02A147uwT8fUNO+Hw7V7H9gN+wJZ9p2DzDf5gHn/vhxeJPcGQMXq09fPGGwNnnOEc47JU+aLAG4ZJIkkKUZZpkLCmvpPLCYgjkYKGYQbxLPNNYiVaWWYjVW6/HViyBOjdmzqlAjzLWIrs578+Dq//eFhsnmV+QoBixjNe81HR6nRrP88+hibLFjTvCgCYMAHYc0+gTx/n8VddBUwYrxPWqiYBkuztWZaIRB2tByWyrC2Dgyzr0oWaXHEqy+iVc9IApan5QTanWPaJgIUld21oaWUZ78yKbfCv16P/boqcw2dCEyH5T8BJGGZFmo8sS6ERD59yNgBnx6FplLIsLs8yxrWqGp9nWYfKtXhg7DnYaoNvjW3GNYpMoRchHCbhfvdJkhxqldbkWWbH2Xs9LP5EOBCVZ9nKFe6eZbRv5Nx5Irt4fxUdnbXLDddeC5x5pp7h1RNxepbBfbLm8FLMmGGY1xx8C+bc08/xHRYRRPefSSeKRKC1/Aaffhr3GUQH8hwfMkLPfDOw50xjn6rJrhn2Wju++865belSZzuWUxXkcnr79dxzgk4uDx61iqoCmazePn3xWQZffulfrt2zrL65ncsJCHxBOcIwAUoVF0AN5hc9EZtnGdWv2uxmA4Vh2q1IlqwxjXk/m7o7AMkkGWNSlrlRE2Ery4j1TBxWDn4qUDoBx9rcRgDgOc987DHzOnKqf0RBSVkWDKVfqw2Dx+B/o43MyVVTI1/DSJNlZSld9llGRZ6QhjbJYZj8nSc76ycAyHlDK5GJDKzwJ8sqy/gM/ssU04S6c7vVjv3xeZYRBZjzWnMaXxjmrUdeg3NGPYRXTtvR2ObVUVnJ5dYhLXMQX/6yHEYYZutQllm9OpJNdoatLJOlHBQ5iz+numfDpMt7/Q3xYZhe98Qgy1xCQFauBG69FXj0UR6PKsmzrChBJlSsfoFMRg1k1xvP7C1HXId+3eaZ5eTbIUIEtVBRFGfs8ZjxdykMs239BppmDZ1vLSDPKWvxUNVkvHbh4a7fvfWtcVGdVqTwIu3tk+zKska8+qrefp14YsQnZgNPGGZVlTneTylZ7Lqrf7kWzzLVnSwTSyLx+TEH8Sxz+Nm6QbhnGUeEUIAwTALy7GYZxIpJlolWlrkn3gIKJ8vcPMuImED0GMKqAmWDVpZ5eRCrqj5u6NGDWjgEUd17nEOJ/gmE0q/VlkEM/j3kluXlgJzSG8vVK/mUZXTnSVYSrcoyU3ElCjzy3IIM/r3CMKUYSEF4+3gRNLUEU5bRPWxNu1rHrtjIMo+e364sYw1i7r8fGNx7mvHZPiDyC8OU0DpmaE6yzOcLcrrVhmFayDJG2/bTrBECz8YbPGSZpW3xXJ3X8PsdQzHr7k2MRQpWF06HYdo9dSIFRzZMcq1uA8Wddzb/9iUT8u+uIseRDdO9b7UryySKLLPDyECcA+71yDnRloiiQtFalGU8z+HJJwOVlcDMmf7HJgktLcAOA7/FZhtMc+yTJRWy7H7x1756S5SnFgmyWaB/f/f9fbvOt3wesfFErFgR8Um5gCcMM50GOnXW26e0wucxZjf4d+tTTjpB4HifQ7GdTtOeZfznljSyjMtfVzIXobg9ywhZRts25Osg20QvoPoqIwukLDQNuPWIaxzby1L6O0D64ThsV9yIQUWif3v3Z27rrYGePfW2WTbGQiWyLGyUfq02DB7PMkkCZEVvGJub+Mgymhzq3WkxACtZRjyvhCquLKSHfxgmv2eZeximJIsnBXX4d56NmUoA/GTZzL/MayAdiLXGfF1xhWEyWn0V9hUx5z09/3xWwgLNN0U1gfBMpwXCPpleupR9n2rrO+Lu2bMBOd2mwjBp3PX+Zd4HCISfwf8LLwB62IP/oD4tNWCzDaZho67z0b/bHP1whmdZJmfKfF39ZSIAz6CetMFuK7nTqDm4XximZIlF0WIJwxw6VEL//sAzz5h77Ab/uUyTL1nW2AhcdJF7ba2FKIoSuZyeifqUU4D6Vh7tR54XL4I0iZg3D/j2xh2Z++454SKfbydbBczCnDl64gYASCkZHDLiDXRpv9LYv/uQz+M5MQZ4wjABoENHU1nmh5YW62KOpkn4Zc7W+OLPXfDSd0dZjh0/IVmeZRddRHuW8Z+bX0je11+pYlWhHAtuKCAbJnlW7Is7Q4aYv5vopE9+QoAKpbCGv0pZif2Gv++63+4dGjWs7yobC2o3Mf72WrT/9VdgzRpg8WLdPxswSUX6Z5y93M76t772OE6UyLK2DI5GVtOo+GaO1M+SZO1k3520P4D4wzB5wrEsx/CSZXkjbTojkAFi8C+rEKu44vAsC6gs++or7/Avc1ASjwSdea02osDtnloytEpZTL5tGLbb5Kd8Gd7Pzbadn+A90Vhh7+Tffov9Ln8zY0dcfK3eaTqUZcL9KQoDfa17DZ2A/t1mW/bzZFoUBp8V8GOPBV59lXpGvcIwqXfPbIOt7VLfvvq/H/82CoBoIt97oFtdbbYjQzaY6luaH1mWy5nXLknxkGWdO0uYPdsacmWffEybmvUly+6807u2krJMJ8tGj9b9GY84Iu6z+d/EfrvNd92XJOIoClx94O144+LD8NX1O3seF5cNqmUC7uUbCX5l2W23OZVlqqZgt1u+wDH3v2Q5No6+xksd07kzYPSPIYZhPvOMiuuu4znHsMAxjyvAs8z0t7KOo3/80QzNFB9t4P38rmky/dVmNBzMXapb5tdJc4cBEE+W0XBTls1eNRQTft9TP4Zz3tW+QrfTYYWr7n+XNd2nyORPbQGlX6sNgztjjMZv8A8AfbvoAyZVlfDtDH2V0aIsi4UsC6Ys419pyncojMaHeJYBYg0i/WLdAavBP88k0uteaRq9uhiXsszZVJXZOREOsqxXuz+x1UZTjM9uHRXBoX3O4TvNmGHv5MlAuKG50rL9rCdNI3yHsqyVyFfo53mfLT/G7Hs2sexvzpQLPiN38Kh7ZdlKlmmaHqZ1xx3W42jD11T+b+JZ9sEHOuGy++76flKeWONa70F9t27APlvqqQL3H/6eaynVleuw62afY//9vJ/Hxmaz0+lavVJwGKb7oN5Olq1YlvEly15/HUgrLfjiul2MfTOXboLNN/wdr114GHpU/B7OebdiNFL2mx98EN95/C/jP+ceGfcpxIYjR74CAMwQVBpxkWWqyqnulfjJsv/+16osu+hC90ZWKFlGwuA5PcvCNPiXZRVvvsldXAjwJ0DJVL5nzTLfCAFHGCblWXbxxYCimOOHRx7OISuUL/M2+F/T1BvPfnVC/kj+F01lzIHf+OkQvPjdMQDMZzceZRn7OmQZeP3Hw/JH+L9b7crrMOUfW+XLdyrLiIDCOIcS/RMIpV+rLYMzDFMNQJZJEnD/2PMBALKsGX4OZ5xhHhOLwT/Ho1xIGCY5jqUso8OAxBpE+g+IKtoFI8tSsve9j8uzzFxRcV5rRYXVn8rN1J5+/uuabOa0DBLOj1xOGtascW4jyqN1jR2MbQf/35tYstbMOd1alWV+z3NzthybXjYNV710u+sx89ZsGvJZscHjWWbxgdRy+PJL4Omn9VTgNGSYkxsy0Vm3Xn9+990XuOwyc3AUTxvsf61b9v3Nt5SPrtwHn1+7O84Z9aDncfUtHTB3hZ4lavRWH8SiLGO1H3ayrF9f90mpIqvYY/NPsHhBI87a62HsMvgrY58sq3j/8jE4bLs3cOXW3mqWEuLDmjXWMNk4fG9EYcs+U/wPaqNg+tYmCJoGyjPOS4XEH4ZpWcgB0L+fe38idGGGKzTRXOTWQvQskyVVqAKJXKrXPE6j+iFlMR+TZ4RhUglpNuqrk2XEuuTPqVm88krQMy4cssd4H9DHN19P3yl/RJCb4CzvP98ea1yn6Izalnpcbqt1XKga22jQz+HIAT9Q5TvbqpacVV1QIsuCofRrtWFoRnp799tsCcNE8Mnyhx8C06cD++2nf3777Xgmar9O8Sc47h9/nvE3r7LMCMNk/Ia0OXySwp0AoLqjmQ2zWGUZYBJIPKq2UOGh4KisBLa7/ic8+unpAICvv2bfU5oIfO016zFEWVaeHDFSIEydSsINrCDXTA9000oGjzxiHtNaPct0ny93NGfKMWPJprjjv1fhh5nbMY9Z3yzGy4uQZV6LwpYJiZrDunUux1GGr0Z4tT0UOY9YybIipRU7DPweAHDyLk9516YBP83eFgDwzFljcdi2rxZVbxB4kfj2bJjV7d2VZQDwybi98PRZYzGwx1+W7YqcQ9+uCwAA7dK1xZxuCRFh+nS9/d1zz7jPRAyCtifTl20Z0ZmIwXXX6b6l1ZXrLItoVx94Gw4ewSYlrr5a1NlZYZ2Au7fBJIs4j7JMkqwLxRK8iH+RkST+cxvL/iBhmD5jXEnSBIfr5ccQnsdQv0MLY/WUglcYpqSkLeMRRc5h7dqg51sEfMKIw4xy0TTJVODL4sMwyXPmFt1iTYjEPjH6fEkIJgA0Z5zKMnvERdIzyScNJbKsLYNTqhwkDNP+Xg8cCAwaZH7u1InKhinQHP37761mzyzMWjYAH/66T/4QXrLM7FBuuMG6L/4wTPf7miovLgzz1lut+8kztGBBTGGYLsoywOzY/5zqfw8cCrr8A3344XoIm1gviuLx+OPs7WQgTA+Efl84FLQnemtVlt3uLhgDoCvLCK5+mX2wqCynhSjL6AHQG28Azz4LzJ8P3HC9OVGpLGvMf5fdhZMJjsgJjKR5D/6CQtVk/LZgKABg3Gv/xzymobnK+PvVC0WGiHm0S1XWFVwZ3mQZABy1/SuOLMTty+uQzbHJ0P9lDOw5AynOTH5R4+mn9X+/+KKw799/P1sZnFTwtifNmTKc9thjOOX58ca2Sy6J6qyiw8svA+OvHoV1j3c0klkBwG1HXYM3Lz6U+Z3160WdnRVmhkiAS1nmE00AWCfsACBp7u+dUGWZ6q1AMg4rgCzzixIJYqIfDvg9ywA4kv44jiVhmDLDYqasM2TZDM1MKdlEEUgAvXAf4MQY91/TJOP5iCMM0w/0u7d0aQ6ffeY8hj7f6gqz4SF+rhayLGsjyxKulE0aSr9WWwbnRM0Iw+Q0+Pf6XFFhTvxEZsO0KL88JNd1ze3zxwRTlvXdSMaNN9r20WGYMXgDeZGgWU2fsJWlWgoiy8aNo2rTzMn377/FlPmT0XkOHqz/S+692z2gfyfnYF/fV1YGfPop8Pe/A1e99I/iTjkBSKdMsmzAJX9hl5u/wLTFm1mehdaqLPMDvYK2cn1X5jGSqPeVow22e5bR9+Www4CTTgI22sg6udk5H66ngj0wJiEWZ+/5UOHnHhAax6A+CFRNNnw2Zq0Y5NivaVa/FbFwH9Rff6NVWSZxkGWAU+mxbF0P1De3czn6fxNHjHwFM/61Kd66+OC4TwVAOP5UJ5xQfBmiwDvOaWipwhOfn4ZV9d2NbeecA1z03N0AgLmrne9zUrHH5vostVuHlT5HxguVkyzLEYN/RtZzO2TZes9zlRtb9m919WTj73gM/r1fQEII8EaS/OfcY1BZ5p0UKzayjMOzzPk3ozQNOGDrd3DH0VcCsC6oalV9LYt3ipyLRUXn9fwWoixjeX7pySqscwehxKDkTQzS48L6OhV77OE8hj7fqrIG42+DUPRUlpXonyAo/VptGEEN/iUPsqyuTlfe/PKLd500WSay81y61sySgpT7BIOQPnfdqeJ990zCBsxO1vmqyBRZJnagQOC1+hLM4NuP2CTeVx0qXWLEIoKXim677YAnnwT6dZ0LALj+kL8zy6DDCOzXyVLmzFw2sLCTjRFV5daU2oRYUTUZs5YNwFfTdnF8xzHgayXKMj/QK2i0f9Rut3yGfe/QncFlQcoycwGcnyy77DL2cTSZsmHnRfrhLquDB494GwAsySwiR8jKssG9pxntKmtgp2mmilk88n0rS9knW8kyHmUZ4OxDJGiOTGX/67hkjK4w3G84R+ctAKxH/a67gMmT+ct4zz3XReJgemLxgX7uZRmYNHc4gOT7f7VGWDxbvZQ5AZRlsmyOmRat7o3mmr0s+6fM3wor1ukLUiIXjHkU2wBflmmCFBpwzN9e8j1ONFkm8Vwr1Q/xkCDvXHoQBveerh+vSTjnqQdww+s3AjVbADAFFKLJMomDGPQLTWSXy1CWQXIkQkqqsoycn/1nob0yaa89lu+ePUt8SVkWDKVfqw2DyLL9M8b4K8seegj4/HP978+n7goAmLT+NMdxdrJMVKdCCJFPft+DabpsHJdvIFavVg2fNS+QRpal4IgrDJNr9QWmvJhrouYTMlvbUAMAqKmq5Ti/MOHdeZ58sjlxchvI08+/Xb0RV+aqsHHiTs9aPrPCMAFrJ+0Mw2wbyjKSCRawkmUzlgwyB1oJUpbZwzBnz2YfxyK0WVl640Nwz7I5c6wDPhodKtcbBFLOJRwxLmWZl2eZnSzLZbJYvRrok88i7Qb75LUs1YLO7VtRjJ4AbE+ZGCcBbo/66NFizyNpIJPeSioZc8+eVJZeQYsV/1Og1VMeY+CgnmWkDb7rvcsgyRKOPtp6jD2UTQjy/arqM4U19nOFYfJNVmRZrME/z3g/CFlmH/epmoyHJpyDv79xg2HToebHFSk5m5jEOcYRBYRhssZ7miYZz+xh270BIFnKMtovkITMzpplPcbtfEn7e8gh+ufevfWtNErKsmAo/VptGLwmmKayzL3zbDAVnljfVA0AGLTD9o7jKirMCZzIVQnSmNjjsu0gDS0vuWXKd5OTDZNn9UXTghGWfgOdNfW6IXpNVa3Q7DhhqFVoZVl5utlWfusetJN7a79/R23/MgBgUK+/7F8xUFVl/dxaPMv88NPPbGWZqsnGsyCKLNM4wkVoZZkXYcma3CRpdVAL+K6+9hqw8cZ6qKkbDF8VF4VVbMoyj2uVZOs5LV+aQf/+wEMnn+1ZpP0d3qSHC2taQuKxdGncZxA+3EhtFshEsGdP3cNr7Vo9iY6hlIhFid+2Yc0GHl42THJcVk1BkpwJduwm6WLA51kWLAyTr9+KKwxT8+hX6V3+SQ+sn+nxsZ0sE60sMxRUoYdhssmynTf9yrItScoyWaaI6LyY4cUXrcfQ58sie/v3B1asAH5jJiEX7T/dupGckXYJ4YPT4F/lMPinRFRG5ykrzomKXVkmjCwjMlqfjsLP38oB4zdkKMtkLy+sKMFh+CmZAxi/hnnlSv/zJxLeslQL7rqL+0RDADn5wpsq+pkwsgjmwfIyaI2g1VQAsOfQT5nH0c/CmDFAY4v5vbaiLOveyyTLaDIlpypGWyhKCcqTjINWluWy+j14+JQz8e2NO1iMzA/a5m3Hd9UkKcsCkmV33qn/+7bzsgwYyjLGdeqZnOO6fvcFC7pfAEySs1uHFZ4livT4bA14+mngrbfiPgtveD3qy5aZf69erfthzpkT/TlFhcZG/mNTKQ177gk88gjQvj3QoQNfdrfWirUNuk1FQ3Olz5HRgdezTIVVWbZ4sf5sLlmi758+Hbj5ZmDdOn3CTtrgbC6FVErfVlZm1mWM9wUm9DIGMn4WM1SW6UKxbG133PTG9UZmbfGhie5WMAT0bx9UMUTPDwlZRgQUog3+/YhBTStQWcYY5++5p+xYgBRFgmqav+iBHhfSRPQ5ox7AGXs8gvXrgZtuYpffvaM51ujaVfdkdp5E22qDo0aJLGvL4IzrJ2SZBPfBeorixUi4iMQgy8rLzQlqWsmIJ8tUTrKMcxWMNMisDkhWJKiq2Mk38mfjD/18u1Wv8O0Ajj/ee6JGT0qF+zWQ37UIZRk9GLCTZWjlZBm5F7SCygtDhph/Kwqww43fUYW1lsm6zwMom2QZTZTS2Y/ETdaCGfxnMvrzeOaej2KHgd9jjyEm6XnjYc6RUfeK6eGdatEIHobpBzIJYJFicRr8Sx4kvmzbxLOQUlvfMSbfy2Ri3jw9xP6QQ4CyVDOeP+c4nLTL03GflgP0o77X0PH47qbtMbSPvox/+OHmvtNOA264QffZbK0ISpZNmKAnJiGwTP6EjpeixxZX6fe8qrwRX12/E6460CdlcwSwZMP08nzKk2VkzHfggfqzeeCB+v4hQ4DrrwcuvTSvLMuP93OqgnR+mHHYYWZdcYRhGn7MPn2NOW7ned7Y44pla3vgxtdvwuzlenKDtMLnQRkeeMYQ9G9fvLJMi0lZZmTDDFlZxiKGLrpIcsx7xBKDOtweYZZnWef2q/DA2PPwyKln4fpx9bj77iIq5vDxK8FEiSxrwwhq8O81WWYqy1LOCTr9gn945WioOTGtD7eyTLU2Pm7QNODgg4Fvv9UblJYMIwwzpsEfVxhmXgnXs2YZ0LDY9TgAmDDBOtDJMSagsfhSANyEr3cR7mSZV1KL1oT1jdWe+ydNAl59Ffjb36zbf503DPd+eIH+oZWEYfq+azRZZhkIqlQYppjRrhQwDDPbYjN59znPTWvYCsJLnv9XkNMMBwGVZTyH9e2q+3yxFkHiNfh3J/HtZBnPwsxfSwdyGW7/r2D5cvPvC/b5N47b8T94+syT4zshDoy/em9sP+AHvH3JQQCAr782fV6/+EL/d2U+oWL/brNx21FXo3uHZc6CEoogE0nJZSJrevC0lokaXz9BL1bttOk3uP2ocR5HRwQLC+Lh+QRzMRsAJk7Ut//8s/4vuc/ffGNTlqkpgyx74IEczj13EoCYwjBJxAdnJAmLLLn4Yn081NKif3bra3v3Bp56yvR6SylZS/sUOcg8zktZJtPKMm+1NcuzjMChLIvNs8xdbRWWZxkkyTaf0YSGYZrPm3s2TNJekvMsT5k2Ms8+7Z21lQb752xbCxZRo0SWtWVo/hM1wCRH1tUGU5axwjAlCagsM5cgtfqF3KdbDEhHHVYY5pIlengQOW7ZMlYYZlwkEkcYJtVhyssn+JZIn/+dU75z7KcHREKVZfCfgB9z/3+4y3N6lrWNCarfOz5smFXpQIOoc1pLGKbvoFw2n3274i6JyjJJMsMMMy050BO0vYZOwDuXHoC+XecFqvWDX3WH8ZXruwT6XnEIRpYtWuR/TGWZPiC88qpkeZZ5rYDbyTKDMPVYtFI12TV0ujVj8WLgu++cxsR+oP2xtuk/MdyTChGsR32DTuaDvfvu+r8p22P69Q074eoD/4EXzzsmwrMLDw0N/pnQrWAPEkg711oM/nlDo1ntUJf2K8M+HU9YfLkCKMvcy9OLIcflVMUI52rfHhg1yrqQkbQxMECRaQyy7J579LaJZKN1GxOUlQFjx5oRODyJEcIET3RFY7aj8bffWNA+fh9JJU2J27PMIJBcDP41LTzPMkCyzANlSWziBr+5jSxT7aXk9G4l23Yb8hnuPv4itCuvd6+LUYVUUpYFQlzLsiUIAG965dlzU8BI4JeJWQxutGYwIqAHe1v2nQIAkO0jQNgyuwFQc2I6lsCeZT4TbtK4kAFAWQVbWRY0rDMM8Pgg0atQPNlxyHVOnrcV5q4b4TiGJgWTtNIEAF9O2wUAkMmmYNc6VpXX44iRrxmfO1Sus+x38yybuXQTDOg5C8saB6NH8JMWiu4dluGknZ8p+PtmJsbWQRwGUXFuuHFnPPH5KUjJWaxY1x0De/4VuIyiwNEG28Mw6cH4ZfvpCjEHyeuDwN6MocD/XX39x0ONzFMLqXWU8eOBUaPcS959DzfPsriGMF6eZbBEd5O+wUslWF25PsyTSww22MD8e+VKoAsnd0uTZaInp0HAetRZ52sfKvXupBtE2Q2mk4pdd9WVR9oL/scCgCyx+5LWpizjffbsnqEAsPKRbkC2HkhVMb4RPng9y+zKMtfjNKdnWZrh9hBLaC3n3IbOMu16TI6U5D2wzar8WURDBce1rsv0pg4Pdh86UH2PQZZRSSBahJJl/gb/YXmWQZIthLFODIrxQOWZQ7GyYdJjCHLun12zBwDvhdGSsqx4lJRlbRp8BBJZFUvJWaxaxT6GhGFutsFUdKzSCQdZZpNldKejiSbLeD3LfDp2cr0dq9YCAIYNdzai8Xlw+HeetPE3j+En7Uthb8hpz7LYyDKPayXqoXQq6+iF/n749ZbPD59iy0jnMog6/YnH8rWH578UBTQN+P6m7XHwCA+XdB8Yq+KtZKWJZ7D6yCPAKafoodSnPfYExj6ik4mis2HCR2qvn4v5fr3+ag5lqRbHMf27BXMG5w03DxUcYZhXvnQHc/treT67Q+Va9hclF8+ymLNhsu6rYjtVcg+8lBdlivOet3bY+4kg6rJs6+DtmZBlZwdpfyZaG0iIHi9SEvt5bm2eZay2mIW6pvbsHQ1iIisA2F44DmWZT9g3IcvosSHrOY7Fs8ywN/BbCPbPhkm6Kz/LA2OcGZeyzOdaP5u6m/6HT4QAF1Ejx+tZ5qmMNKIDilSWSSnc9d5lxsf4VHTuIaf2+Sr9jtnbpq7VLpN3t/pbyXg/KSiRZW0ZnKsvpBPo4vGykZXRY3agcte6kGU0hCnLeMMwOSeR5DqGbDAVANC+12BGnXEpOHR4EznU7+BngqoBO236NQCgS3v2M0BfZ9KUZZYJs60D2GGAM6SUhptnWSarvxOKlFxVA0H/7nOL+r7x+7UCzzJNAw4e8Zbr/qPuewkAcMYZwBNPwLESLvx95QiFl2XzeXvv3YxD/Qj4T2zsiEPxSpTMkux+rfXN7QAA2Zx11kX6l6+u35n9RQZZBsRn8G+2S87+psomJEkrGdxzwoXYpr97HNuAngHjFFsB7P1EkLwPOZ9x/Oq6TsFPSCB2pxJzAE5lWVtHbaYfc7tBrIjMnFgEhm00mfNIt4db3GBJo184Tz/bvLIs5T+2kWVTweLW1sbi22tkqfdJXkbGwRxkGX2v1mY2pI7Qt5PrF561WPMfAwN8Kjq6OC8Qix3RnmU8GSKJsqxcqQ1QMossU/D19J2MjyLJMm5lmY2IpsmyIKRtSVlWPEpkWVsGp2fZ1EV6irxBPWfgvPPYxygKoMhZXHfILeZGykibwP5Sall+E8JiEHYYJmk0jYlr1QaOY+hrJWSTGPgrOFQEU5aNO0jP3tSv2zxUOCMKYlOW8XiWWXypVLMDefFFjsm0y8CClJl0skxG8YoU4zdKeBjm4sVAnz7uhO7rPx6KV74/yrKNfmzeeINalRQ0sOcJmZYk66r19zdt7zgmKCFKBpRxKF4926X8YkVKsb53RLGwZd/f2F908TBhZckUAS8fmZ12sn7epMdsXLjvvwWcVbJgn3jYvdy8kMsB54x6AM+dfTxTsRLXfbfD7VH/9Jo9LZ9Z4WttFYtW98Yry99j7hPd/haLnUb6h0cvX9sNANDU4hwPe5E0YcMahulh8C/xKaRmzLCGYbq9c/TYUBQ0jn4VgBlW50EgsZRlDbmujuOysSnL3DMvE9DRH1oIiiElFY+yzC+SRNOABav7AAA6YCZ3qUxlmZyyLLSnFHHEIG3w7+lZZiOi7cqybfrzSX5JFVPmb2Fuc7GgKYGNElnWhsHrWUYk5LKk4m2XaC5FAarKG2wb2WSZRc4siCwjk9KwwjBJB9G+vE7/I+WU2UuSGe//zFljA5xtceDJsGdRYvhkQ7V3EOWMMR+tyIsnDNP9vlqVZSbhc+yxpmLHDW4dBiEv5ISTZZ3K5hddRmtRlt18s24K/9fSgY59Zzz+CA6/9zXH9jPPBGpqgFNPBQ45hHqORRv8e7yCimIly/p2XcBd+vPTH2RuT6pnGT3hoifMvsoblzBMv/Y+MhAVHePGtmtXXNFXv3wbnvnyxOIKSQDs6rAgZFk2Czww9jwcv9MLzBDzJJFlspTDLoO/8DzOLQxTVFZekeh7wXyszAxh7iP3LZ1qHWRZSvZfjCL3cE29U+2oiRwscRv8643twJ4z8cDYc+ClfpMkU9XsFvIeS1+j8s1tNA5lGYH1XZQcf8fmWQZOFR0RCoQQhkn8qFNKNqYwTPfOYtFqXbjAGyKtl8tWltH9iCLnYgn/d3tVLZ5lDLJs2EaT8fMt2waqiwhjAAgl8tsCSmRZm4Z/Fi6AXu1zb0UVxZq2FoCrsowuR80GM6YuFGGHYRpkWQUhy6odxwQJKwkVZEXC45AgBv92eCnLhK+qwV3BQeCmLAPMbDKuaN/fs0wZySaQ/J53HrQWZRl5J1kr2Po1OJ+Rbt2AFSuAxx/XP5MBp6IkJxtmKkX77gV7v35deQBzeywTGA7PMvvg1Pjbj/twI8tCeP4LgTGoZ4ScShIw/re9Ci7713lboSVXVvD3kwL7JCtIf+k3aUkSWXbVgf/AF9ft5tj38Cln4tIxdwH43wrDVDXZdUJ+6aWkXWodqgY37zUaZLzLCs+zqr2ihcbpWSZRRMQ5ox5C706Ljc9rbZaRZWVmdntWEgMgHmWZSSDxLY7zhGG6GcaTtj5bYB9dNDj6VUtitRDCMFMxKcsMg3+OMUSQsQ3b4D9lGT8ocs4YJ0YNTfOPOhg0yDsMc6dB/NFMLPVkSVkWDCWyrA1DM8Iw/Uww3UN2vvpKV2WsWwdUpG0qMRdlmaVsn1WOsEDO3YsYZBkmusFBlqWdyrIgK+VhgscEk95VLFlGT0r7dl2AkRuND1RecfAnGywTJxvh42UAfsbjj0DrtjtzX9I9y558Erj8cn8y8KdZzsymdpgG/8kmy8ggjzUo9zJ7pSeqPXvpz3FZOjlhmBayLCAZ3ZJztsG//BKPZxlPGCb9vNZU1Rp/F0qWxUaa+ITGrNj8XZz08NMFFf3Br6N9FbGtAcWQZX6eZRWVySDLAOCcvdjqzjP3fBR3HXc5oGZdyTK/hcykYd7KvhxHSe5hp/n3uLWEYSqyf3tcXq5fy2mMmfaNN2hobAz9tJjgJcvsqh2a5FuyxHro0KFmO33JlTXM4uLsa/zVVvrz9v33wTzLGMIy07MsoH9osZA4iUHSF47/uHiyDHmDf+GeZRwJkcznTeO8GCCXZSvLAMnwT03JWSPRkEi49Yu33eZ8t+ixr9ezb1+sMwlh6vcqKcsCoUSWtWVwmGDSBBJLWbbLLvrE/MorgfK0TSXGmMA4s2GK6Vh4PMssZBmnZ5mpLGOHYcYCHtNwajAalCzbiyGKoCeljx69d6DyigGPZxkgIZMloYTWwa0XWfbYZ2e4mpEn3bPs1FOBu+4Cfpno/RCe9vjj2HBD9/3du5uDQLdkB0kDiyxztE0uOPxw8i6IGgH6v6uplEnOBgktAIC993UqkIYPp7J+CjSY5gnDbGoxmfhnzzZDDf3JMnYbFp+yzFvxeuzx5djlgKGBy/1r6QAAUmKUU8WgWM8yL8TW99rAdR6Ni9qMsoyXKHC9XqntKcvSKRX33w+8M/Egx76331bxr39FcWZOaLSKzevBtLWldCZewj2cvOuTOH6n5wAANe1qAQCjD6xhFheLsozTYqa5Rb/W6dNyWOWSv4xJJDBAFqZ4xxrhgWcMbN6Hzz5T0VzkKZIkEEnMhkn3jZkM38lVVrA9y+jyzh31APp2X855psWB9ixzu9aOHYHjjnf3LPOyoDjo/6zWBSVlWfEokWVtGvkXw2P1UtOcyrLbbnMeV1/PUJa5dFT0C6kJ8kHiDsMM2bMsDhjGkJ5kGXUPAr7m221n/ZxKxTcp5ZmAA+6hhH4G/27FJtmzjB685LLeHV5dU3tMmeK+/88/W4+yjIAMGD6fuquxzSC1fUFIJDEjQHPhMxpl2Zj9GQaDiGm1P3+xskc2zAwVXjh6qw+Nv1Mpn0XihIVhck1gPHxX3NCc0e9nfNcVHqyTLC1UZZmUELJFkvzVLcg1tRmyjJcQKXOJItbyiYdEtb/Fws2zbEltT+NvCRrq6/W/N71smvX7Shbzi7cV5UIhYZiAlfzRNKBTu9V48oxT8dzZJ6K9vNjw5UWF0/QeMNsqWikcNXijZnKU7coBbMcCo1268kqaSHB2Ro0tuhnl2F2ewdUHMiZJEcF8V/iUZX7eW//4B0+l8Rr8u/Wr9rlIu6ocHn3Uv9Q0K5Igf43laf0dv+bg23DfkQcHO90CwavWkyTrfJVuf8/f537md/77y/5obKli7rPOe1tHG5wUtP4RWQnu4MyGaVeWXXMN8AXDr9ZBljEmA84wTDET8KFDOJVlnJ5l06YBew0djy7Vq/UNCSLLeAgkWabltsWd6K23xukRw0eWEbLh5x8zmDjR3H7otm8WVCshkJK4Ar5unfm33+SlvrkdOjl9hw107gz06ds6lWX0M1ldoQ/o773X58tS8rJhFkOWSQp7Vmp6XSQrDNMOch9efx1Y75V4jkGWATFmw+TKxha83W3O6mSZkmr9QzMyybr6wNsw796NUJblT1yxaJH53OYYK+hyQlbFJYkjlFLLuSon06ksaqrWhH9iEYGXLHMPw4wj8UhwqCrw5ptA3To2WfbgJxcZf8vIGGTZjCWbWo5LyQIN0jkN/jW7sixlVZbRC0+d09MBAGtbegFl7IEEGVM/c9ZYICcqoZdq/OUFmiz77juXspiqG2qxOZ89tKHFzNxy21HXAC02g7fIwGe7QpNlXs/cf/7DU2PcBv/sa739dmufL8sqzjyTo2CWj5vkXMHYoqfLQxIB/LJhAiYZTNrdHQd941vuA+PPZdRlrRMoKcuCovWPyEpwBU82THqwRw9gdtsNjhUxh/y4/SbM8iznICgMs6pKP/cRI8IJwxwzBnj89NPMDQn0LPMOw6Q7++JOtG/fhCs4YJJbxx+XxYgRQVZu2NvjySbIB9qEd+ZMf7LMD6rWOpVlOU1BfZO+gjbhdz12+IILvL+rIk9KyaJCKTjDMPNk2f8df4lnaY98coZ1g8u7bZnAi8yHDvgS2yvWmQqFpQ/0RO9Oi/DHH8App3h8KaHZML3UY1IBHUSHSp0JD6oGTiLIJOu2o65B364L0H3pjdzfveoKkzRmEr4JyiLZp8tC7wM01fOV+OnmYBnN4gSLLFta28OxzZUsA9Wvik2rHQgvvAAceiiwnkGW3frWODz42aXG57TciD592OWkFHGeT2S8r/pmP3eSZf27zUZ5fjGcHvOQCXVWc084Qhvea/X8hHgx4JnbAEAuxzaDp+8JeTetx1BJyqBbBzS02OcAyUkSBFBkmRSCGkw2iTehr6mPF2i/fnCY8nOB5c/lsgAnAlYRqJc63fr8PjD2PN+yWYk4SBWT5w2jTiJ5c5sko/WPyErwAJ9U2c2z7I8/rMc5lWXsTGCWVRlByjLjxfeavAQw+AeAjbpSbGGqA7O8OECvDbjBci81YMEC4JBDdMXg7bf7kwp2xDUpNTzLfI6zZxPkTQHdGsky+trsg4UzHn/E8rmhmS3HpqFJrYMssxv8Z3Mp9LtoLna44VtstO2uFkWhGzLQ3+NypU7QYIFPWdaS1Scjfkowr4zFNE4+WbyRq3GlPg3j6Y8/ZvzdveMKLLp/Q4za4mO8/rrHlxIWhsmTtYtnePXop6dbPg/sOROAc0LbGuGcsOkbJkzQiQi7mTgNP4WlnJAQknLZSw6Zh40s+9qWxGxAz1nhnlSEICqkF745Fr/O2xKbXjYNfS5YgD8WDrEc50aWkTBM8impmDBB/5f1HF776q2G8oZg7Fg9ImPrra3HCiXL8p5lfkpHe9uyy+AvMfueTfDBFaOtXkoAFDQzv0ODHhtq4mR0+f/7LaJalTkE9GmyVDc0Ga9KebIsY194FNNGm/6YfPO4oKGTE+dszdhqJjMQqSwzxtucnmXc43PWGEiONzbe9GN2P4bM3ft3n4tJtw3jKpdYOVjqytfxz3evyPuigq22K8EVrX9EVoI7iMG/b+fJzoZJh3sBwMhNfvCt0vHiiyLLeDsURhjmunUci5wyO5lBHOAJAVrTbC51apqKU04B3npLVwyOGwfcdx/w++8B6oxtJd9fwQGYyjJiQNzcDJSlClMPnXCCjRxM2Ao4fTr2QWB9czssWt3b+Kz6ZMvUj2ldYZh/G/gtAKBz+9VYub4bvp+5A/75T+dEhYWMppNlsqQBWV6fs2LAR5atb6zmKu3EnZ51TExZ+NuOdH2CRrua/+AP0H307Pj4qn18CmcXmujwcA5Fb2NLJXM7kwRMWDvkB/ski4wzRo3SQ9zOdUaLGPBLdJEUz6syuZ7jKBUt1OXsvHNkpxMp+nSZj/YV+vVe9+rNGDbuV8xYsimyuTSGXvkH9rvzXWx9jb5i4ReGCSDRkzW22sgM67O/9qkUcMstwEsv2bYLzCaocdqu2BfPT9r5GQDA7kM+h6oCR+9gXoSEFuZ3aNBjQ1UUs2KQHz4+Xjl2JAn9PrIM/um/VUknH5oz9rZabJIgv46VDsO0ez42NOiLrKxn8akvTnZujElZxpPQix6b8yrLNA9l2dsTDwxwhuHA+pvyjSGGbfQrV9lNmQocdRR7X3OmAje+fmP+HJLRh7YWlMiytgxOqTLpXO2ECB3ulVZa9Dh9DlgN/sUMiCSOzpOlLPv8cz3rCD1wf/FFzjoT7Fm2rqUbWvIZ9qCpmDfPeUxDA3+NQjMdUZA4VpoAU1lG0qC3tAB7DZ3AUb5z21NPAfvvTw/qk9WpeJFlmVzakgreN8sgADW/iiihdZBlZ+6pO7puP8Ak73kj3nJShfleZNZ5HxwK/NvgdBpY1+hUrrKgyDnMX9XX/0BJ/PPLl7kWaHRMOjjAIHJjVZYZitfiyDI3Uoip5EgwucCCgyyz/VYLXaIXJ03yV5aJ8hz0gwp/dUJLs4rvvxdwMhFj3EGmqXmOsQjz/uT9MGmuvmJR6faK0wrRhPWrLNhJFrIo1749cM5TDwAAPlz9MHW89fsilWWGR7FPm2gnvtY2dLQUcftR44zP/307w/wODct4X9zF5v/vl/iJHYY5hFpv8vMsU6GTZctW2kNRxVxrIQb/NFm2di3Qrh2wxRbsiBLWQnhcnmU84yV6gYx7XsKah+YjKmjyrVHtwldeCDA9y7yOKSBJULYcj1gDTCx1GGMmsTe21aNElrVpcBr8k9UyW+OfocarFWX8xp1xZMPUOBRILM+y667T9z30kHncyScD7Sv8wyvi9izz4+p+nKWntdQ0lTlgmz0beOIJvjpjI8sCepaRSVZLi79E241IUhTg4EPom5vcTkWxJSBoyZZZOv/PP/cvgwyMWouyjAVe4lqSJFOmnovet4wnFXoqBaxt7Oi6n4Yi57hCD6QYyDLDX9AjGybADg1WVZ8bWOYcxCYhGyY8r7Uwsuymm9yUZa2LLLOrG3h82Fav1hWilWWNnsclRVnGo7gmyQp6dFyKbh2WYzsOhX4SUU4ptb0Unbvsonu+MtHKlWVkUe7uu4GHJpyDjqfVYnKd6TBuHxOmlYywOanGGUliHzl6+feS9knzUKhbbFdyYlXMfqNgOjSRxty5wBZ9puD6Q29CCrpa0voum3+vLdsJgGmVYB4iOElQAIN/uu0lYd/TpgH3MxIoypKKv/0NuPJKqjxKWSbU4J/D9J7uG4sKw8wT93R5a9UBfOUVCWu4s5fBf3DlfHOm3DUbMUC13Qluf5OINpLQugQWeE0wCZlm7zTp9qpQ7yZRZJnE4Vk2ahS/F9V7l+/nX2dcYZiSPwlKE4Nuvd0xx+j/7rrZ5751xkWWWVR0HvMSu7KsuRmoaVfrWfJTT7nvS6VlGEKrhK2AaxpQXbkOj592GmYttybZyOTSls5/p504ymtlyjIWeN/F338HciNFDhb4DP55lWWyrPG1xVIcZC9ff8MKPXSbfI+8/ntsvsNgPHmsc/SnafGHYUpeBBDHQ8lSUF1/PXDXCa2fLNNDukyZNo8P29FH6/92br/a87j4bAGs4CKukUNlWQOWPtgLAHDmEw/7fCNZmJW3VOvUbo2xzeu9Y2VSN5FcxTYLbmTZRhvpn9c1dsSGG5r77QtwsXiW+S2j2sbI9DXaI0EMsoxTVyHMo5jXj5lhu0Iw5R9bAQDmNNYD+KctsYGGoVf+hr2GTsCBl56LgWCRZWKVZX4LxuSdlGWV6cnmWr6k4Rt7kkXJtDWJIwzTW5UtQVUlyLJWXBimrL/LcYwhWAkmmChAWdaUqfAUcpD5QSkMMxhKyrK2DE4PAzdlGY2Cjc4Fe5Z5dShPP+3sPFkdgaYBuwz+yrfG2MIwNf/VF8C81k8+8c7Gdfh2rxl//7FkOPOYNfWdjL+Xrt2A90xDAN8EPKs6lWXVHOpAV8SizOGDpgHXHHQrjtz+VVx94D8s+zK5dODOX20lyrLHHwd2Hvwlcx/vuzhrlvmsiEhowOMvGIQsAzgn6PQPIjgbpl+71NDCUJa5EClr6juhWXVX3cWVeITHiJhnoOt2L9nKsmS/n3aoKvDiecdSWyQcdxz1ifHTjR+v//vvE70z0CRFWcZHlqkY0GOm8XnIBlOjPKXQMX8+cNyOz+PgEW8b2wqeYFoSdSTjHrLgpiwjCnZZBj74QPcpO+IIc78jDDMGzzLfxXFb22IhHFSr0jUwWZbzDp8OC+b7z6cs8xrvt2+eiH32sc1/JA1/LByKez+8CJqkkyoOskzQ86txEoN0NsyPPuIvn9mGxaYs4yMGWaKHL74Adt3VmZjuzjuBDz9kXIRSYSlLhzhmkGdsWAhF05wp9yTLSsqywlAiy9o0+BpZN2UZjSDKojiyYfLE9XfpAlRWsg0/C6rT3sYlzK+BdAKvvsp/rf/36T+Y2+eu6I/vZ44EAExdOoy7vGLBG4aZyftQEYP/lhagZ3fvZ2/33T3qjUWZwwdNA6484J/MfS3ZMpMM4i3PEBgnezLercNyfHndrsx9qQCXLHaw4N8mBPEsu+eDC7naYmubL+j55QihANjKMjeyLJNLc62SCgcXMeh/bne8e6Xl83kv6ylBc608DLOlbjWkSZdatq1YKeE//+H7/k6b2qUOViTFsyyd9n+/JajoUr3K+Hzhvv+O8pQiwfPnnGD5XDhZlvwwzFwOWLxY/9vNs0ySgH331TNgllPJ55LhWRbM4J8mHBYvZJNlLRlOzzJVDFnGSwzSaiuAHWSxYKGEjz929ywjiE9Z5t/X0JYEipzDaafxl78PK7dOntQW7Vkmcc5t6JBTgt12A778Ehg92nrsFVe4zF9l/X5axhBi1xX9j2NkAfcDr7IsaSKApKNElrVlkJfBp/O8+GK2skySdO+uU3Z9At07LOeu1hIikbBsmOvr9f2n7/44LhnzL3ZJnG2Io0ESNPjjiXVnJTNwAz248oqRf/iTswAAKUVkI8uXCYgQRPeddD72Gjoezc1A1y7u92PmiiGW8AkHEq4sc0MxyjI54cqVDTotct1X5RQrMUF7e4gly9yfX1m2mix74cEJ5/AR/TEa/Pu9qyxlWWXeE/O3BUMt27O5lGUySqO6Ov4wzGKVZfNX9sXgy/40Pi9e2w+AmcXNAkHJcsLA9/edg40a/8+21XpNbj9dWvHOhAkkR1lWWeF/HrKsoozjmpIKVn9T6HuntQKD/0MOAT76SPeY69zOGg5M2i63ZzdOZZlaYDZMmkg48Xgr2WU+tx5kmcWzTAxZxutZJstWz7IM4/QyGVaCMwZZlotHWSZxzm1YBBLgr7ofOZLxgMopo6ykeZYB5rX27Trf0V8sWOA8njkHyv+e1rZMoLJM8h9DFGrwz6MskxK6WJFUlMiytgzOzpO8rDXt1uK5s4/HOaMeMHY9euoZeOKM07g8vNjnIFhZ5tO4kJVBAPjXcZexB4KcbYhTWSaq8eEMw6TIsnpbhvsBPf7CKbs+AUW23x/33480sr16imtkuZVleS+RQb3+wvir90YuB8gS+9m76Y3rcc0Eb526JLdSsiwbnCwj/hRJ9ixbscLZjr3508HG3+k0XzmSRLUBAoh8Pqk9v7Ls/Q+UxBr885JlLGUZAHRqt5rpEeRmVnvRRTFmwzQGul6eZf7nllVTRtsFAM1ZVmhIHgkns2n0b+9Uhskpvnu1/UD/1JFelhEisHIlcMcdwLKl7Hdr579/iZlL836Squo/BmtloPsYkiSJB9bw8GRO1v77X6BjVS2WPtjLyLxMQN57t8koy7NMGNlgGPz7vWfW/XSSkbJUCz6asrfxOZ3KML9Dw6IsE0WWcUbNpMr0/Sfs9Dz+e9n+yDbVOw8i2TCpNiVJyjKeBTd6EXCnTb9Gj45LcccdQG2tf+mshQc5H4Yp2rOMd3Gc9I/f3LATfrx5O99SvcZMcVg5cP+mBSjLsrmU589nXm+y5jVJR4ksa8PQOCdqdOd6/E4v4IGx5yGV93465m8vAQD6dZvHXa9Vli1qQMRHlk1bPNi3JN6GzEmWiW18eL3oZFk1wgoI/vq/QXjijNNw6m7WdJhegw/aE0EcOJVlOWscnqoCEtjnedMbN2Blg5esLPlhmG5oyZUFJhDUVmDwf+SRzm0vfndMQWXFoizzeX55ybIBA/jIsniUkcT0PphnDsEug78MRJZVVwMbbGArK0mmyxxkWU5VLMTD9jvqZBlTWZZQcoGFirQze7b9t3JV53CRwfG2ycccA1x1FXDffc7zGHX7x/h6+s5oyuSJTzUXY4KcaEA/s6ee6gx9coMkSciRyVrCFqFoDO49jbndXLxjfy8JnmVBlWX0u1qWasGkuaZv7fCNJnGVaUBQGKY53vc+r1TKfE73H/4esPAdxlF8yjIji7b9HCKGxHmtJln2Deb/uy+uugo4QSinrQABAABJREFU/XSe8hkPaH4BdauNpmDDqkmBzrcY8C6O0+3PsI1+9S3XS40fm2cZR4SQCs5VYGvJnntLnmWFoUSWtWXwKssY+5ufLsecL9+EqgZfEbU0vqKUZRzZMAFgbaM13KmYgYxzdVGshwGvuanXQH3HQd9YBgmqR4pws4MSN8g1O0/v+0qrMwDg8rFfYsF8/dnLqTK++2t7Yx9PVjb6OWppTtagPmxlWWvIhvn5504vlkJDgeIgy/x8ZD78hNPgX1Lw+Oe6IckPs7Z3PywGBQdPll4vvHXJIQ6iJKcqrmGYAKO9Eqzu9Q6h8P8d7GTZZVd4Kctaz+C2sqzRsc1+r9x+Hh5iqeCEQyFhwgT2eaxa3xkTfh8FwLyHak7FqxccgdaIXE7PIm7HzTeb9zJIoiNJopQNCX6e3ZIDmWFi7O/JMrDlVebkPRbPMj+yTPImy2hi4cjtXwUA9Osw0bU8q7JMULgxZximvR3NrZvrOKa2Vi9j3EG3Mcsg9/riS+NVlvmNgel+pCyvCNS92NjlmXA3+AeA4zY9h/dEi4aZOMcny2nABWGvPiUOdbr10fHwopOC+Q/zgFxv3AtOrQ0lsqxNg9fg37lfljX884BDiw8fSJhnmX2CvXCh+feaNfq/HSrXctUYn7IsoLmpR6PYnLXORL2eFTOTqMAwTJ6sc3Aqy47f8Xmjg3zkkzOxvqk6YL1mfR+833o6lUI8y8gqopxgsgxwJ8u281fhG5AkOhtmcpRlQ7bgfD4lBU99cTK2u+4H7P9/E9wPkyVksuQ6xYbG8JBEbti09wzL55yquCrLdNjqEkUM8qjoOJVlNCqrK/PbWzdZxlKWZdHO93upFB8RJkuqUC8dN1jVKFbQZFn7Ckb4VyvA55+zPVzPONP63F5zjf7v8cd7l0d7qSZVWabIWYy/em/mPp4wzN8WbIlXvtfJUZFkmabmK/Iz+LeRAz1rlhl/y5KKnh2XFnwOalZ0GCZfdAVBtrnBWVL+9xq7yzPGNpbaatuR8XiWme2h97Vu1NUZ/aNpTk6vZ431/rKuVZLN8fSAGv+w+LAQ1LOMF+Q3nL54EABg4eoNAAC33uq/kBkFNI3TSkAqRFnGRo8e+r+GPY9L5E0JbJTIsrYMja+R9WS2i21IhJFlfKsvdlKlgeo7O3fW/7149N3GthlLBmLMfWyZr7M9F+sN5BkBRA1KUw5fMhPNmXLLPVY9OiHDGFJoI8sX2mVXlqWVjHHdOVVxPMd+83lJlgxVZSaTrEG9n8G//Rn3La8VeJaxkFMVXHkl8O23wb8HQEymXuNe+TxwsoLPll/jX56kAJDw0+ztUN/sTj5IEvVOCAqN4fUsC4LmTDm6d+c/fuLPgpVlHk66fn2RqkrQNBlphbo/sr54wSTLhPWlxSOlOO9DVrVONlmPSTrNJsv+8c6Vjm3XXx+vbxnA54Wj5vz7j5UrQzulUOFKSNq8dHbcUV9sfPZZ7/IsCVYSZm9AsGmv6a77fpylr8z4hWGSBZkkhmF6kfiKnMOJOz9X+DkIM/gnz47P4rhNzeqV1dMCBgmeLrOrmAV7lnncN0kCjtvRmWrYeYoavrlhR9uXWWGYMSfOCUiC+oG00zOXDUDvcxdh4CV/AQDGjbO9L2IN2nR4ZTkNkSybPx+oqwMOPJDM45LZ/iYVJbKsDWO3jpcD8F8ZcFMTZXMKc9DrB8tqq2iDf59H2k4kNDqjRdCu3FwFPvSeNzBt2ZbsOhOuLCOeKeXpZsv2UVt8bPxdXbEe5+9zv/HZS5JMBh4iG1meCfgLLzjvqyRphrKskHA9mmzUkiBhoODpWZYtKzgMM9Oc7Mm4fRKQUxV06OA0VfaDSZZFT6zwhkwDwG/rOTzYqEGs37iuNZNlD004C4ff+yoOPrQMZ5zhfpz9mXj3XVEhp8V7lpEJ9Yr13cyNebKMORloRcoyJjj6x1SK7S/z6KfOh+C22xJAltnOlX4eSTuTzfpf99Sp4Z5XWGAlTmnOlFnecfJnTQ3fq28qy5L5PHfrsMKx7b1JY/CPd67EWU8+DICDLMuPR4Qa/IPP4N8reoAr07INtEJGFWzwHzQMk5UNk0UuslQ/zndBsBdoAf2qplmf1UvH/Asbd59jOSbbwSnNJ2NC0eAdQxSqLMupCpbU9kZThp1kSJSVjn5f/OsqxLPs1lvZ28vKgHbtgHbtSRhmMtvfpKJElrVhdE7/5XuMJLmvRDmyvxQC0WGYXjlzQYVg5dHgVGVbjiGEEwuOqkRlneMwhgSAphb93O0hMR9ftY/x90m7WJeCc6p7J0kmcCKVZTyGn4cc4ryvsqQipejPnn0fV710uEjCVmD8lGVBBxJ/Ttd/HyFKqwIhy84BbE5VAvMytLJBTPIRfrJMBUd7K/ORZXEoy3hUoAMH6v9ufY27Bw4AvP7jYXj9x8Pxyivw9Cyzq5UUlwy4YYOPBOWzBKhrqsbgy/7EJhfPNO5vazf4Z6EcywEA1ZXrcOaeD6Nz1TLHMYrCVms1MiY3cfuWsc7BotLW+JVlPsOW2MAiy/7+5vWWd7JjR+cxbrBmIxbVLgXDRj2WO7bNWr4Jrn75H1hd1wUA0K2b4xAA5u9FrrFXzRJhYpVe2gcAeLyI3B+2B8cG96eyeN6KCsPU+EgVO1mWzTjbUHb0jPOmOewABCeT8brWXXdlb7ef4k2H3WD5fOJDzyDbdS9GpfEoy3jDMAv1LPP7XjxZlsM1+B83zq+6krKsECS0iy5BFPSYdvZj4EWWeZFIVsZcrLIsiAkmzzF6mKJLnb7GmVGBb6BA7hHLP8YNXsQS2ScLmpDq8L9WRQH2G/aeZduJOz+H03d/DAA7DNMPViPiZHUqfgb/QQcSS5fr73llujEeGToHFMVp0loIWQaYExk1K+A5DmJ67yK5/3n2NtQxfINYSdKfBb1yQcoyyf9d/eYb4J//BCbN3RrzVvZ1Pa6ijK/NWtvU1fJZ8Qg5Dxf5Qb1cuDkv3c9MXzIYs5dvYnzOMpRlRxyeRRN/Ux4b3JQ0y2fpi3cPn3IWHj7lbNx9gNMXSlFgDUvNgzUWSSJZRsMky5KfsMANLLIsm0uhrAz4/nvgq6+ADpy5SQC9aWhoqcoXxFipTAB6dHSSZWUp3bj+0EOBL780LTvsMMiy/Fjpsv3+hYMG3RnJedqxjXQpAKC6vNbzOC9l2c6Dvw5cbywG/7x+zPaxEOeCA5eyTNTiuHEu7td6xBHA2EeecmwnbfEzZ52IX24d7vAofnviQczyNDluZVnx8zgaRDHJGhvTcwORuTh4iDmvhGsF1w3x3tNtASWyrAS4Mds17dhG91e8eAcOePh319Ke/9p0eZVEh2EGNIJnwUKWZd1lDXGFYfKGdhGyrE+XBdxlX32N++9DJiwKRA2IAB4JuqIAVeXOeNpO7WoB8N1zO2QZqCjTw1dlTeT1+sOPz7rlrWsBAOP/OparvBXrewLIX2/LmqLOLSqwyDJZUTB2bLByJMkMJ1ZFKMs4V8ABd3+KL6ZRy8acYZiSBLTk8gSDaGWZx7V26wZceimw1Vbe72V5qtl1H42l6za0fE7JYkNOvVR0muStFPS6flYY5qxZObz9NucJxghWqBMAID+RPmzb1wEAA7pOcRwiy07bgGxOcXhSAnxhLFHDfg5k4tW+vTkx48mmnJKSmQAgxXhEyfho5Ehgp52ClSdJMLwWM02thywjBO622wI77+z9/RNOsL7bY7e6ItTzKxociUcKhagwTFMV4zfe98+WzKsscxLHyVGWSRIwbfFgx3YShnnizs9heL/J6NzeOr5TNdml2LiUZRz2BgiuLKPDMD3rF6gs44kQiiT5QElZVhBKZNn/OPQwTP7HoK6pHe589wrMW7WJ6zE3vXEDfpy1rf5BWHYyPmWZXTlVxpiU0au8zZkEk2UeHUrfvia5cMYejwHQsPmGv6NTu9WeZY8YwZ7AnXyySb6lZHHyBp4JkV8IS6GeZQRDlP8L/P0o4UWS1DbU4KMp+6LnOUtwyyd8Rr1NmQqsqa/Jf3CGRiUBrPCs995X0LNnsHIsYZgcio9iEcSzTHUhy1794QiqwABhmERZpoohe3n9RmQZ+OWXwkhsO9Y2dsKR/37Z+FyuiCEdTBWde+PjZ85LPPfY+5zlKnIuERkg/dDi8riVpVrQu9MilKfdn0dFMck0grqm9sxnJQlqLLdzmDfPbGceesj/PHuvu9v3mDjA6lsryxhGr5yQJKChWVeWPXRfMgnCdozMpURZxoNnnwVkFsuYEAQZ7/PAQjAkzLPMriyTtJyj3/TzLCPdmTMMU1D7Y4Qm+iWMYammvIvWNIndXccchhmVZ5kfySZSWRbmcYHqRsmzrBCUyLL/cWgaZ4iQDV6D9kyuDK/9eHi+AsGeZQGzYV514D8cxxCvK8BbWeYcSIrpPKlu3PWYyy+3pogettFk/H7HFlj6oA+7ILt3QsQDTZH4VB9hwBi0eGad8y6DFVrqmw2T2t9Xfsv7YMHw7kD1E1+2tmeg1Tdyb8WFUQQDS1nmyE7FCSMMMyeibeIny3KqSa40Z8rw2GenYYurpuD3BUPNg6jQvqR6lvFcqyx7h3z/95cD+GrUgFd/ONL4PKqbGBWHsTjjEYbpN+GoqEq53kPWu+uV1ThJWOAiZC5LtWDK7exkOQQDe0zDkdu/atlW39wOjS2V+GjK3pg8bytjeyFm5GHD7RzSaXPyWrvG/zzbNU8O87RCg6YBY2wWB4dt97rL0f6glWWfjk+msqws5WwvibKMe/LqE4IdJ/wSABQDYQb/BXqWQdMTLuy62eeWzc7w/eQZ/BdCIPmSZXAhy2IOw/RSlr33Hrt/LE834fubRuKOY5xjACMMk0koUslK4jD498qGGcHpSPlxiVxSlgVCclv0EoQhyEpT+/yqm99LTCakosMwg3qWHbHdq6gqa8Cv87fCi9/qYWtLa01Cycu3LXZlmcektF07SlkCYJ8tPwLAHghaC3dvEghxmJZEKsvy97UAQpeANYg4/HC/ei2fCq47TvD6edEhe7lsSyI7hVQKOPZvttToBa5+xmPw748sFWqmaRLOePwx4/Pgy/5ETlXw17Ep7LefPmA8x8OLOQ6yjNecl8BNWfbTrBHI5PiSy9gXbTZr/xbX94qH/0DX72dQUoprP8oKv1DkXBiJRiPH2LHAjxc5t5elWtCl2lvZvFnvPxzbdHJFwr53fIjKskY0PKWTLUlQlh33txcsn8nCI50gxk7ys6DJwY2cRUDTgDuOvtKyrTJdpLIs71lGZx1PEtKKc8waRFkGeCdKih/hNiIWzzIhfSpgZP70S6Ji83wiyrLPr93d2Lb/8Pcw557+1uMYEQ1OzzIxxIrMaTFjv1aAeFK7f8dVWRZbGKb/3GbgQCA31Xl+R+/wMkYO+BEjB/wI4J+WfYrEZ/Afi7+/ByJRlkklZVkhCLzE8OWXX+KAAw5A7969IUkS3nrrLcv+sWPHQpIky3/77ruv5ZjVq1fjuOOOQ4cOHVBTU4NTTz0VdXV1RV1ICYVBbyjDVZYBlGpAuGdZsDDMoX3+wJUH/BP/Ofc4IySThBt+P3Ok5ypcXGQZjBUJ78NYPi/+ZbMHeZJk/i6KHIOyrIhZYnOm3KGePP10n3qpw6NciS0Ebh3oUfe9ZPncvj1/mYQUVjPJVZadv8/91o3pAM7SeYjOhhkkDDOrme8r8csjmL5kMGYu01NJvvwy8MEHulG+F4STZQGuFXAPpWjhJMqA+PJRGMSgx7X6NVka3MmyNGNRg4d0SQImT2ZvL1P825bqivWObYvWbJD/S7I8M3F7lqWUDC7f/y7LNkJy0u2M3YONiYQqkVRVHyPRKDYMkyjLqiuTqSxLMRJMsJJOeCGriiU/g7SDmpTGc5SvcLGwZMPkyPwaBhRJb0s0H1LHsejACMMEgD5dFtq/6TjGEYYpWFnmtwjF6k+zWWD0aPfvuHmWqbEtmfrbG8gym/Sq8miXiLKM9RtZtwlUlnGMlzQNeOOnQ0KuveRZVggCzwLr6+ux1VZb4YEHHnA9Zt9998WSJUuM/1588UXL/uOOOw5//PEHxo8fj3fffRdffvklzjjjjOBnX0IoKIQM8CPLSAOUNGWZl0/Omkc74evP641JyYJVfbzrjCkbJu+klCbLuCcWHvJr4t8mUlnGO1DwQqPW3fL5nXf8fc4sZFnCotXdBsavfH8URo0yP1dX85dJ7q2aTSZZtmIF46IrexVUFmmbhIZhcjy/WU5yu107YN99gXL3CHGrsixB2TBpuIX/e/lEOsqIjS8h2TALDw/3JMsYk/PWQpa5YdPeM3yPoS0QcqqMn2aNwKmPPmFsoydJcSvLTtvtcdd9smwuQFSV+ZNCCxaVY8mS0E4tNLCez7cmHlxwebRnWU11MpVlCiPbd8fqDDbcEDjrLL4yVE0s2bAmQF4eSQJOfOg57P2Pj0I/D03QgnGPSj2z7trsxp7HOdsINllmB182TDGdTzq/yKBJ3v0iK8QQYJO/BG7KMi0mzzKZw+Bflp2k19q1gBt5edIuT+Nfx10GgE2yWa124hhQeJNloZv8S6VsmIUg8Cxw9OjRuOWWW3DIIe5sZ3l5OXr27Gn816lTJ2Pfn3/+iQ8//BCPP/44Ro4ciZ122gn33XcfXnrpJSxevLiwqyihSISvLDMablFqKw5vK8CbLKsqb8QN531vDNjJscOGsY+XZZiJDIBEGfwD4SrLBgwAGlsqAQApuQVQRZGgZFJaeIdx/2NWsuwADjuk1kiWbbQR8BE1/nV7bu2QJHNil8uIUw3yYs4cYPRWHzh3pGsCl7XZZqa6NGnKsqAZnjzrtRj8JycbJg+8Qt8dNcZElvGExvj+DJIcKAwzpWRbRRhmMeeYVc17/9qPh2O763/Cmow5IaZ/l+02+bHwikLAiI1/dmw7+6mHAFjb1P7d5/iWdd9Lf8OQIeGeXxhgjfPu/fDCgsujlWU9O60suJwooUjO9nKzwS2YPx+gpjKeyAkmywoBuQ/FgiaWNEHKsnJFj0Rq0jp7HufweXRRljmRHM+yckVXTKlShedxdgJp1BYfo2NVLX69fSuXb+hgt9cxeZZxWDlIkpMY3G8/98Wkp8882fibNbagF+dEqa0snmU+x4VeNzH4LynLAiGSN+Lzzz9H9+7d0alTJ+yxxx645ZZb0KVLFwDAd999h5qaGowYMcI4fq+99oIsy/jhhx9cSbhMJoOMa07y1gdyLVFeE922O+vR92qaimwu+BupaRoyGTfCJG2qN9ScoPtGsp1onvWx4vrtIB1sTlVw3nk5XH21ClaR2Syw1+0TsO7xjgCATKYZzANDh36/VNX7WmlicPMNnF4wLGRyGvMazjsPuPaaTsipMhRZRaZuccHKnmAwrxVwf1/uefcyR0gMQbbdAMtnnucxlzM7a1VLJ6rtyWTYAwlJ0pDNZvHRRxLef1/C+eezn1snUkboW6a5IVHXCgC//y5hUC+nKiWTDU7YXncd8NWt+Sx1D2aw99kZbLFF0afoAb52CQAyGX+yjPfe5HI5gyzPZhqhCbinZNKUy/G1+W4rppmcOXj1K0dVU7ATkSKeXzLQVT2uNZuVrJ2wDZomQ9M00OdPymIlllHkHLLZLDKZhBmr2CAHMId2/HbUJIk8T7Js/kY0oXzOXg8ik9kdYSDoeGzLvlNx6m5PWrZ1OG0t1jfqoeHZbAaHbPsWAOCK/e/0LU/VZNTWinl2g4DV1zzxlFLweeZyEnYY+B0A4KK9bkUmc0NR5xcmVBW44AIZu5c5+xVJbUY2y3/NduIi6vtqL96rPp1oUAKTZXSZbuXncllBzzDxoJI861Nk6z5NzaClJQN/7bLZxpI2104cZzItQsb7ZSk9kiPrMw61P3MfX7UPfpkzHEM2+NP1O9lcCi0tGcdlZB3XKtbKIecxb8zlnNf6zTfAiH1Nsoz+Lt0FEysZ+hhrX6tGcq32/oWuIpPLuj5HmYwcOAGf3/kTPluWRM3Nk4sg1x86Wbbvvvvi0EMPRf/+/TFr1iyMGzcOo0ePxnfffQdFUbB06VJ0725VeqRSKXTu3BlLly51KRX4+OOPUVVVFfbpxo7x48dHVvZB1N/vv/++Zd/Agbvgr786YfjwX/HXzCzQL1jZDQ3NeP99Nxn3Qcagdt3aNZhoqzsKlOUVMfPmLcBsj/qyuVGu+wB9Amcoy9QU9trnXfz0E/vYNWvKsb5xX6xrrEaHyvX44vPPUC9PK+wCAiCbv9YFCxZimse10pPR43d6wfU4Gh99PAE5lxWs7XcYgRXruqFnzTJ8Of4N1KX6M48LE53yZMOMGTOAHtu6vi8Pf3KWK1n2/hd/IE39FvZ3gYVp0zph13wU7k9LdkCDgGeYF9Ond8KOGzq3NzQ04P33JwAAdt8d+OQTvvLWrx9jrLj9+stE1M6MR4LvhokTuzO389xHFkjbNHeOhj33zOHpp8MPRyEgXpyrV9d6vqsAMGvWZoDHIvD22y/G+++7NEY2/PFHZ2yTJ8umTJqIBb8H93cLio6aPlidPmMGpqz3vze9XciyFkoR63eP6+r2AmCd9BX6XARBh/y1Tps+Hb+sYdc3ZUofYKR7GU3NzchmVdBmyuTcWSvgipzD5MmT0L59shX4qrof97H2e5XNmCGLxGcmk2kB8tNbuk87eMTbeDvke807Hjt/7/86thGibPPNV+LDD7+FTw4ZC0j4kYhnNwimTeuEnWxuFE3Nn+P99zklVjZMmbIhepb1xeYbTgWQrOv99dduePTRv2HvC50TqIb6tfgmwLk2tVgJ7fffe684yaUP1q9P43hqrcXrd50+fSCAIYEUvF5l0gqZhQsW4FcB97RTkx7Cu2Tpcu9nSLWGQK9ZvQI/ffAhjnQ5nCBHEaM//PA9GhpWoalJwVHUMd98/RXWKtHHTveX9Gv4c8Y8zFPdrzWnOlf9tu4/yfX4f71/CVRNwUcffYj27a0E8Z/TugHUsEvUe7pR/lmaPHkyGuawF0NXrqzAVg4VvmZRltHnS8+DabKM1ddmM42RXivpX5Ytq8Kh+Wv96suvsF6eyzx+2rSBGNw1WB1+5z9nThnQB4CWS1T7GwcaGvh9M0Mny44++mjj7y222AJbbrklNtlkE3z++efYc889Cy537733RocO0Q/4RSGTyWD8+PEYNWoU0k59bzigMrCPGTPGsmu33YCpU7PYZpuhuPeu4N4R5eXljjJpkAlpx47VnseFhS9+eQYA0L9/fwzyqM9PRadBMhrdAw+SUb2Xe1nLl+v/EknwrrvuDFQPCnLaBeH9794AAPTp2xcbe1zrUbfknKboPthn3/0Ahb3uds89Cuqa2gNYhh232xpKzx0ClV0Ifph0NwBg08GD8esauL4vZzavci1jzJgxGP/NI5bPfujSRcLdj1yEi0ffgy5de2A3Ac8wLzp3loAFzu3t2lUV9K6l0yljwPDD95vh4nuSc62ALsn/5EdnyFWh7crbn+vEcUrOora2ItL26YWvfwMAdO7cGSN86vnqK7aybNKkDKZNk7Dfft1QUcF3ru3a5dD0kf6ebLnlEGzRP/p7+t2kfwMABg8ejA129K9v0pRbmdvLUuag1+/eVFZahzALm0ZizBHRX+u3E/Vr3WzIEPTYjl3fypUSvp85EtsP+EE/t9Ub4ORHnsL4q/cGAJRXVDk8Nsn13n7ZREd5KTmL4cOHY8yYYWFdRiSoquIn2+3398eXnjf+JiqD8vIyrF9vbvX6fqEIOh576r/vMbcfe6yKhx7qiFRqNPAWf/1kzCFirBQENTUSsMi6bc9RewPl3Qoqr7ZWwqP3n4HRW32I35eOxJjzk3S9+rNFFkuvf+0m/P1wXfm2qOrSQPfmt1dnWT6PGT0KkIORU0GwejUAanHM61x//11vc+hs6TygyyTvC2Aly3r17ImRAp7hdP3BAICevTbAHh71ff/cY5bPXTp1xKOfjsGRu3iXn0qZ/cr222+PXXfV0NgI4F3zmJ123BFa522CnnpgzJ0zDgCw6ZBh2GKv3VyPu1Bb5LqPhSVr9MiQUaP2doQXL5xrNcsX1S5NnXo9AGD48K3RcfBezGMWLQKWPWvtY2RJtZBlY0aPNslpah7c1GKSZeSaZrz8tbGtLJ2K5Frt/cvs2QA+1/ftvMsuQIfNmN+bMkWGttKdZH/kkzMwZcGWeGDsecY2v/NfNH0+AF2xnbT+RjTWrVvHfWzkgckbb7wxunbtipkzZ2LPPfdEz549sZywDHlks1msXr0aPXv2dC0nnU5HRyrFCFHXZa+jY0dghzzXoSiFGPxLnudNyDIJmpDrIyuzSsr798z6ma0BqKmqBQBUtKv2LItkxyHXmk6lWMYGoYMMThRF8Ty/N38OnkUlXVYJyOzJTn29malOhirofcxfa37w4va+LFvbE9e8cgtuPfJaxz778TznnU6bYayylEtU26O4zkW930k3vP460PyRfl+n/p5N1LUC7jaEhZ6nlg/FJoOrKK+XjNck2ftdpY+1Y4st0tz+cwTptIR1eQI0Jali2iXjXS2uT9t508+Mv/3KIc3501+ehLG7PINFLTtjQyFtsF5xyuNaZRk4+r6X8K/jLsW/3r8U3/31N7Qrp7J+S7JFKXXrreb1/jBze5z++KN47DQz8ZEi55BKpUTcyqJwxhlAJptCOuUfJm3/7eh3neVfs9FG3t8vFrzjMTd/we22k9Ghg4ygEeJk/NIa2t50WWXB7UlVlemlmlKS1a921N00DBuO+av6ouzEZgzqNQPX3bk5dkjzK8NytmyYaTkXaRtsL9rrdyXjB3tmeP86/M9flgQ8w42mmqtcafasL2XzsZr0i4pHHlHwsA9ZRodhkjbXPnVIKbKQfrU8H4Yppdpzzbl4QZS7eh9m25eyXqyI95T28VLSZa51lpc7r1WRcxbvvHRKYc5jaGUZKf+1Hw83olKiHuuT/iWdNsdL6VTa9TnyS0S2cn1XPDj+XAtZ5jvOVPTfIC03Q06lIlW8Jh1B7nXkztULFy7EqlWr0KuXzmLvsMMOqK2txcSJ5srpp59+ClVVMXKkR8xCCZEhq3kbR7LAnQ0TYjJumNkwvV98v8yfdx9/MTbfUPf3Uqv6edeZr8pouIUlM8hX5xvLXkAj6JFNtK6OzpooxgieJzsOwUMTznbd9/SXYwEAk+cN46qXziYoQ0wyg7iw557mfS1TkpcNM2yT0xxFllUEb/qCwTh3DoN/l+bDb8DkBiPBR0IN/h8Yfy4AYNHq3pbtLQy/Ltca87/vsrU9AIjL8MSTeETTgHkr++Hwe1/Hd3/9Td9meQ4ky7M9bpz1+49/dprlc2vJhlldrTqIshZOFYsimy8BK9vlbbcVd25hwS3zHHmHg76z7Svq0L3DsiLPKnww294iMuVVVZmLUGklWc8zcXkhnmrZXAqZXBn+WDgUasCMdM0ZGxGVbWQfGANI8xwkAVRGdVfFWTNHChgDU/2ZX1djzwSZy/I9c6xsmM53Wox3ZFVZfoFF8bYh4s54nwfpT8pYtzaGbJiaVng2TEXOWQk0lwzgLC/QH2eNxPEPPqfXK9Dg34T7taqq09v149+cVkIf/roPAOCXpaN9685Cf45kSRU4Nmz9CDwMr6urw+TJkzF58mQAwJw5czB58mTMnz8fdXV1uPzyy/H9999j7ty5+OSTT3DQQQdhwIAB2Gcf/WZuttlm2HfffXH66afjxx9/xDfffIPzzjsPRx99NHr37u1RcwlRQZPK8OZPBwf6TtKyYRqNXKEzyzyGbfQr9h+eD7FId/Q8lqzQxZX5UyqEDKNw74cXWD7f/s5VnqOPujozvl/NCiJVjAGA/7Wuqe+MEdf+hKFX/ubY9+oPR2DrayZil5u/ZnyTUS1Fli1fmqwOhTWB2e/Od4taICKKwbJU6yDLVma3LLi8XH5FPaVk0dRUcDFcCJQNUwXGPvIUAOCIe18xyyiE844hG6YxWOc84We/OhFbXT0Zo/5h9YlqylRy10meDWNxhkGwRINg10pgJVncs2HmC7d8Gtjzr1axCCzD2Yasb6zm+i5NlgWd/ImEm4qDjIskCbjmlVu4y7vz2Cuw7KGeQGOyCDPmOM8lYzYPJMkky1IcykORUBRAkbPo3H4NADP7N6CbigdBU4ttUq4mL8u0V2Z4O/5YwxmuJWQMbDaC5RXeDaI9Gyb/goOz7XEo+kVcq6ahQ4X+PGYVb5/A3XYJ1l7KkoqttgLat2fsjIks486GyVCW0dveer0R955zL6Z+N9VyHJ35ksafi/QwSFGLbcVkw7z9navN/fl34Zj7X8Spjz6Of0/8j2+ZOVDjq1xySPykIzCz8PPPP2P48OEYPnw4AOCSSy7B8OHDcf3110NRFEyZMgUHHnggBg0ahFNPPRXbbLMNvvrqK5SXmw/pCy+8gMGDB2PPPffEmDFjsNNOO+HRRx8N76pKCARNAybPH8Z17C1vXQMAuMEniZFotZVkrEiEJ5aUXMIRCYitgdlIiyIGw5lEfDNjR8vnVeu7eB5fX2+uzKgZMYM/MyOa96CIrI5NnDMCfywcyixp0tytUdfElwFKkpD3ZwOWLOCPa48atbVAczOQsykb5q7oV1S5hARNIlmmqkC7ctNXcdLcYZiQdRps88Iehhkt+MkyTQOe+XIsKsY24rUfjyiqVprshSrmnkoBlWWAhCnzt3JkZVtdz+9oSybzpA2WRbXBkv+CBWugSw/oNZuyzA+3Hnkteqtv8n8hJqSx3rFtfRMnWaY4lWVJJAjdMrnSZJm9f+XCar4EHqIQtrJM00xlr53IiBuqCvTvNsf4/N7k/Sz7gmBVnZ3YSB7xG0RZ9tyMJ133WSb9Isb7VINQWendOCgFkmWsMbazHRJwT3MNKEvpi105pbPnoQMHBjufbC6FE05w2yu+0bUQSAUoy+htv7/2L1y400UYMmdzy3H27xGYtkFixg+W9sTjWltanBFEnarWGH+Tfqi2oROe/OJUNGRq/OuWyqGq+TJz/Ab3/+sIvES022675dOds/HRR/6ZxTp37oz//MefAS1BHNzCCuxY29AR06cDAwf6lCecQMoPrItUllnKVLxfD0KWGQNnYcRgYaoGO2Yt2wT3fHAhLhp9LwD4phLv2FF8GKbEqeCoqwOGDAFmzvQuL8jklIR29eiYjNX+ZcsAYuuovWB91oIMfFkgZFl5Onkr4JoG3HbUNcbnW9++Bodf3Lfg8tT8ZC2tZFCRbgTAr2QKDv53tV3+9WvOVKB/f2DOHO/jvUCTZZmWDKJ3HKEnTcHaJfsA9se5O3F/lww6SRniwzDd+xtWW9OnD328hK5dgRUr+OsdpN4NILgXpUiUS7WObX59CwFLWZZEssxPWQa4T8wIak5fgxfOOQ77DacykqWTlcRKZSVEKkJZVl5u9QJNEjQN2HOo6ZLfTPkbBSbL1tnIsojHhoVYFQQZMzSpvNlPxSrLKiu8L/ybmXsCMMcOJHmDPzjIMhHj/YzpcanJ3m2ohmAkdlZNGaHHdji6NZ3JClR+UGga34KbLDvnq3Zl2e5DPrN/DYB7uy3aNkhV+ZRl69ZZF2b+WDgEH07Z1/jstmjjBUmS0NhSiXYVDSVlWQBE7llWQuuAv/9V/jhNwqBB/u2m6MbHnJR6P9IXX8xfoiR7DwqNMEyjARazetilXZ688bkJ7qtGOn5bsAWe/OIU4/OiNRt4Hv/66yapookKw+RUq6TTwChnKH9RWFWnK+06t1sdbsEFwszy7HzOMrl0cWGYCVaWsSYCboM8HtQ36i/u3w+/AeufqAZaagsvzAdkQMTTvp5+uvn3zjsDBx0UrL2i0dBgTobW1Yr1LAv6INpJhTs/4g9fI8+GsTIsKAxT4vBWYT23NZ1oB3sZH3wAbLMN8MknzmOZ9SZQoWJHuVzr2MY7MaeVZfNW6m7+Xo9TJqYIeTcijL7nfmTZusYOWLnepqJM8ZGKoqCxCIEi1Pu7706TZclTlj18Ctv3NGgY5sr1YpVlQcgy8j7xhmEaKhQGbrsth99pJb+Q0ESzjlTa+8InLRiJba75GRc9p2dV51aWUUSGe/sjoC3W9HekJZuGrHj3q7WZPnjx26O5i87mUhg7lr3PSQwKWoQyFkjc2xhJMtWpBIqcsxBHFWm2vwbLBxMwxw/NTeI8y4xz8VDqrl1r/Tz0yj/Q2GIOfn+avW3guiUJaCBlZEvKMl6UyLISIEn8DPXgwXxlivbxkjnDMA87LECZnMoy0SGnO/TXZ1aV2b88j7vpJvd9v8wZjkyuzLLS4hfKN3w40JLLK8tygpRlAVR0YS98mVm7kjGor8svMrJWpMJSlrUGg38JmqHCKgT0JCGl5IClEwovzA8aCdfzR79+5t8jRwJvvQX83/8VVu26daZnmQxBnmWBwzB12EmFFpVlosLGvvlFVtLfyMISyvi3S35hmICEbbYBfv4Z2GMPdhkDL5mBr6cXEM4XI1IofAAuU23btXnPr6H0XNz2mz714BLEATfym1Yg+ZERmiYHzmAnGprKeJ+K6GgVBTj/grwKVNhCKh+8CKcBA4KVtXJt21GWNbRUud7yyy5TcfaTD1EnImIMTIdq+1/4L3O3MaIE9t5iPB4//VSOOjh+UBEEUp4sy+ZSvq+dJEk49oEXuYu++ZYUKnlF9QKu1UogBVeW0ePi9nTWaQpuxdLiji+/DHDSBUJVaeLO/VqHD2cTfJtdPhVH3/ci3p20f+C6JYnyYywpy7iR7J66BCHQNP60wwceyDdQEh0DzhuG6TDp9CrT52BSVVzZMDu2fOe536tzzaopdO1qve+sTDF2kBA2LWhcQoEodAL+8CdnAgB+nVe4EbxhRJwQb5X6eqAi3YiaqlrHvky2OGUZufd9u84vvJCIwJoIFEOWORQfSnQpMYOGJv72G3D//cAZZxRX79q15mRIzQo2+C8yDDNIG33ffcBll4k3+OcxImY1kfTxquSeYY5g5rKB+Gzq7tSW5CvLWP3gln2mOLb9tXwwJCnvD5mf26TyyrIXvz0atQ064XDwwcAjjwA/5e28pi8eZJSxaJr3glFUcFP4BVGWAYxxl+AxhC8iOB8t7/6iJEhZdvbZwFFHue/fdddg5S2rtflLJYgsC6os++6vHTzHFivXd8N1r/49/0mssox3zEO/i6fu5u6/RlXC3GpR2YlInKPmyTLVnywLSphmex/uui8OZZnV9D64ZxlNKlVXOn0zAX+yTJZV/Pkn/zkXCksYpofA45xzgCO3f9WxfdrizfDy90ejEG+5krKsMJTIshIA8HuWpcuCkWXCPMs4lWVBLM38wjAJxGfD5IPXtUrQsNtu1vtO1EVe0PJNhpoTTZYFa6oueObfOPTu17Hn7Z8WXHeWypqYBLS0APPu3QirH3UmYig2DJOsxJ2w0/OFFxIyFizQCUJNdY4Ca2oKL5fcVwOyP0lcOIKFJg4dCpx7rqlaLRSjRmkGWZYTRZaFpCwLMjGtrtbJMnNxRmzYv9fijF/olgb/9hYAHv3UZE5FLT4VB+c5yrLzHa5vNN+7++/X/21p1r9Lk0iyrJPHI0bor9FFz99j7CtTzMQfIpFW2O8UTZDyLEDuMtgmYxAU7sQLNYpFMSlZYZi5HPDww3p/w8L22wcv05FIKEFkmQnvdvr4B5/DS98dhRMees63JKP9FRKGab4jvGHpPMQ1jSl1JzO3D7mCyq4oInFOnpDL5lKBFpG8sN+d76LdKXWQq3q4HhMbWcYxhrAkL8pDkXOWZ6F9hZuyzIUEzT+/ipwL7E9YCCwqOo/3sIxviGAp1w8lZVlhKJFlJQDg9ywLvJIjyvQ+AmWZXxgmgfnbJWsi43WvOrVb40jBzCfL149nhmdEAIlDls1CJleGN38+FGvqvTN8eiFpyjJZBrp3ZLuB8xCdXrAoygTdWy/Mng307Qv07s1WMfYt3N8fc1b0t25QBJBlgrNL9eoFyEqe2BZEloXlWdatW7BaUynx/Y3M4VmW9Wk2VInvuVvb2NGsF8kLk7aDnjCvWNcVFz1/P/M4WglQn+e8Fi92kmX0T0xPqADgvK1PCuOUA8PN27ED5c/P4480sKctI03CFtyi6Oc1SWwyDj/4TTALW4SSMPCSGXQthRTCjUKUZX544Zvjccz9L2HZ2p6+i8xCF8ctyrJwybJMNoWD/u8tfLb6DmNbBSU8n75ksBkWL4Iso8Iwy326C3Jf567YyLtITUJDczvPBbm4lWWS7K0sY5FlMpUcxi0M022R1UwQpAb2JywEvMoyAPj4t3DNmC3KslI2TG6UyLISXD3L7v7gIvbBHBC90m9MXnx69UDKMk5mLT5lmfdAwetaB/Sc5bjvPIQLCcMUpizLdyiyR+dJwBowFpocVdPMDrmqMhlkmdfjWKyyzJKtLhePWoPGhLyN2Lp1wPvvWcme0aO1ogz+V6yzsTERKsvIxJ53MSJMKGm9TtFhmMUqy4KqJBSFDoVPjmcZiyyzED8cYZiAtV1eu6YZr7zC9bXYQEzhJ80dhu5nL8cjn53LPI4mk8g9J/24l4cqHZbasSJAKtEQsbi2t+VzTpVx4IHW8GleM3EaTEP9OBHF+SRMWcZqb2ij9EL71ZnLBmLFunwCh0Qqy/jh9xuYY2ARPl6Usozz3jjU5C6obajBOxMPQlYrx003ASedBGy3nfUYoz0WSZapKW6VkZ//NOmnvcaTcZFlRpvpQSDJMnDwNm9ZttmVZSwlM6AnPdt7b+DDD63baWWZKLKMR1kGACc9/AxufvNa9Dk/HIsUi7IsW1KW8aJElpUAgB0ywFIa8Y4bSOcpzLMsxjBMw+srx87AEibmzjX/9pOg+w0k9tgDltWYIGGYoj3LCh2xFkMgEWVZWToZg/qU4t6LF2vw39RCLZ9m4yfLaLz2qvX3P+aY4spzrDJzvueFIR5lGQBo+evKikoZaLyqxZFlQVFZaZaRTkffLtEr4LLHtbIG3YWQZSRRAwC0NDbjqKP0bKdJBenz9TGF++9Dk0mkOyH9kZuyDACaMryu1NFhTb3NwF1S8PbbsBhmF0SWCepXeRGJglxOlmcZIZo6VtViTX0NAOCWt65Fx7ygc/TowssWpbiKQlkWBK1VWfbz7G2sRVNE0/XXA08/7fy9hJJlqqks8yPLeO8r+c38lGUT52xtbhBBluUy6NdtXr5+7zDMdMradtiVZW7o0kXDRx8B++xjbmvXTryyzOLP5jNnXVrbC9e/djMWru4TSt2yDDQ0l5RlQVEiy0rQDf4ZnmXsDiahnmVGGKb3+SkKsOll03DaY4/5l8k5ia5tqNH/yKz1PC4MrFrFf6wsA8PH/eK6/7TTgE4dzU6HL5RPHFlmkWUXmA2zUGUZYK5GJmVQ7xUOqhWZVc0y6MywJexxwe4ZV+xY32mqHd2yvBQjWVZeodfdUCeALFs9Edtt8oP+d8BLLZYsKy8H0mn9nqZTYtulYpRlPAb/gKnmBYDytJ6FeH7y8nBQyBNePj6odmXZ2LHm+0J/l/UTL17TCwDwx8IhRZ5rYbBnKFPhHCvYybL7P2Yr7GiIsjfgRiSKqOSFYd502PWofawTOrWrBQA0ZSrw++/As88CV1xReNmm4io5YZhu6HH2UsxYMpC5z2/4ZSRYEe1ZxkmWuY2d7GMBogD3+j1FkmVanizL5NK+YZi8IG2Xn7Jsu+t+pE4k+ndVrv2Jqt87DNMOu7LMDaxSp04FevQQ61lmUZYF9GP2Ag9hqmlmGGa2uaQs40WJLCsBADtMiDmJCehZJqTzRLAwzBlLNsVL3x3teZxeGCdZll+NREst1/HFIOgK4uR5wy0hBTQUBThgf3MQwaNOMgz+E0iWsUAeh0ce0f995hn+7xJlWVLCRRSfRAPFrBjTg04tYRlyHGbanANkNzjbtSgnMsUpI4tBulyvMydCWfbhCONP0coyAOi/sZn6PWrQ5rzFGPwXMvyqSOvq5TVrAn9VHDSnOowFmkz69lu9beZRlgHAM1/pXmWbbzjVuTNiWMKFjG3OZ/i3BVtYPr898SD/shOkLFu0CJg9K4LzyS9CygnxAlVV4PpDb7Zsa8mWYcMN9bCtoCbbAPDQQ/q/ovxsw3hslq/rgfVN1YXVL3BxnB578nY1bgk5nO+xf4EtOXFkWS7LrywjYM3lvpy2s/F3h2oN22zjkwBM0hdpWoiqWYSyTDXbAwnubYMbWcajLGPNX/v2BQ49TG+/U0rywjCDgGd+uHChGYa5YmmyxvpJRoksK8Fh9E6wus5Mf01SJrd02ZurTNGeZRInWUZWU5oyFZ7H6YXxTeLWNeZdfQUoy6zg8yyzr74tWLUhLnpBH83J1P3hSSWu5VdBRHirWLLjcHiWeeGMM3QT6RNP5P8O+T2UhAzq0xFm5axram/8/d67yTIRD1tZ5iBnIl31j09ZpoIsWIgy+M8jMDFoPb6He5IuVxASX4RvJG3OG9Tgv3t3+lPwZ6JD5ToA0XsUFYX8PTAWzFwuk1ZnffmldZsf0bZ1P3fFdNR4912Wssw5VljbUIOXvz/S+JxVU/h8qjXV67NfnWD5nCTPsg03BG65JQqD/2Qpth94wLmtWAL/rLOAiRNpL8XkhGEWAl/PMkHXCQAvvkiRZZwLXekUuw+0K84IWcalLMtFP07KtvB7lnndI3q+8/hjKr77jq8s4z1QBbyrtKo21+x6GOs6vZRls5ebCZ3cfiKNar9zAvyYNY3yVQtRWcYDVTWVZUlbGE8ySmRZGwbJinLhs/f4Hvvyd0c5thleXAB6nLMMAy+ZAbU9X9iD+DBMMnnh8yzLqSmM+ed7OPTu1y37LUkNZL4Bk9F5agI6FKoX9xsgdcrbqtjJsr4XLMAhV5wFAFhcvzmWre2O3xYMBc/kjYT7iVgB552UeoH+jYKawictDPOVl6JTlt30xg3G37ffmjCyzE5WltUUVZ5IZZn57sVIlgnPoFjctZ53nq7oePll/u+QUEVRyjKeFPc0WfbiizpRf9ZZ1AEFvLCkr0mQAMnA4sXABRcA7/5Xvwc04TV98SDH8SxPLxZZxvqZylPuk6mo8Z//OMkyjRGGCQCLVm9g/J3NpRzqh4c/OcvyOWlhmPbrDAOSkQ1TS0T2zyjIMkAfb4hK/hS1Zxm3wb+A8f4br5nvSEsl33zELQzTTqLxJOIxFhYFLI5nWkxlGW8Y5vpGpzqQDmtPdd0CaZ8gEnK/jQV0IcoyKrxWC0iWSTnsMJDNAG7cfQ71XfaLQpNlIrLBqzn6PMSODVW1ZPBfCEpkWVuFmjXMEmcuG+B5qKbpEuzKsVaWmWbqV9V1wcxlA7k7WmNVWbTBf4BsmB/8OgZv/nyo8fmjKXvjvo/ONw8os5n4usDItCNi9SXAZJAYeNL3cebSTQAAQ/JjjKxWjj7nL8CwqydzlppXDApOJV0oE3TCCf7HuNWdNGXZ1D+8z+NojshiNyxb29Pw/ylLxU+WaRpw3I7P49xR92N4v0nWfT341K1uEBqGaXBlMRj85yfwMsQqywoltgHgrm9fQEWF7hV05JH+x5sQN1mztEseilc6nOPoo/Uww0J9Zx75RE+zOHXREOMckoajjgLuu48dSrnvPz90mGkzyTLZmQ3TkhQhf93/fJcykhLS71phP3dVY5NltA9oNpdykE8ONXcCyCMahSQp8ING21sIyl7rBda7FAZZJkk0+ZJ8z7JiYEaSRP/8dutm1tFYw5d9wa5ON7YXoCxbtCZPgDcs5Kq7GDQ16H13Tkt5GvIDZjt5/EPPO7znhmwwFf0vmo2R138PuaP3fBCgRQX590DEe5oziRtJcx+DShKwcn0Xy7a9t/wYB2z9LkclLjeWiiJSRZBlKnUeISrL9tvP/xhNowz+S8oybpTIsraKBtMBuF05X3Y7e5Ypi48R6Qw55kFz5wLdu4vNhsnrWeZ1/i3ZMmunWtHTt94PPqBXX6IftFtIKo4R0syZ1vu4y816vAst6c7kyqBqChZy9P1kUCQqDFPmzHLqhptuKrx+U1kmOIzNBW4DPgB4+21g3Ljiyh/cexoAYI8hnxZXUEh4/pwTcP/Y8/HOpabXz5I1PYsOyXUa/Ef5LMeYDZMoOASHYRZDltW1dPY/iAFTRSdioGu2qbJHf+Nn8B8ExO+KTO6SqCz7IZ/fwVCHqeaYYe6K/rjg2X9bjlfkHLbuNxFdq1cY2wyDfx9l2RfTqHBGEVnpKEgSHAoxlsH/1lsDdc1meHsml3aQZXaf0CR5lgHRKMss2YfbOFmWdGVZzpaEwy2UjT8MM/r7mc5nBZ+1bGPusYCbZ9mTX5xi+cxj8E/saVYujV5ZtnrpagBAU66Gu+/4fcEW2PSyGfloER3N2XLMXdEfP84ayVUOmR8IJctU8x5Jqrdy+PgHn7d8vv0ovsGv27XTyrKUtp6rrGJgmT8FnNtMnOjcNn488N57fDYzqgo05uf6c2eXlGW8KJFlbRSZxnXG316TbMC9ASH+KDzH0thoI2DECCK1FzNRI6Sc1+QF8CfLZi3bBD/P3gbvTtoPSPnH7W28sWBlGUXI5aRKjwN1bLKJlSxbUtsbgKlwoAcFG2wAXxiZ2UR5lpEwzIAEyXbbASNHAj39+U5XmMoyNfYVf03zfo8PPBC+0novvPBC/joBXHfILYUXFBrYo9V9//lh0SIt+0RIa6PZMImCQxKsLCvkBmWy+rnOqt3G50g2NEPxKprEd7/WSy8FunYFLrrI3EYfLgV4Jshk1FBtJYtTgaYBJI+Em++YPQSmR8flmHjrCCy+v7exjSbaDj9c75OOOMJZnyVzs8/EKgo4wzCd5Mqmm1pN/rOqMwzTGDsYBSXjxpImMQplmUTbW8SgCrRDVYGmFqvk88WXQiLLEu5ZxmNoD+htmReMZEgexuxhgUSR5FSFO9v5hN/3cmy7671LcfcHF+PfVDQJj7KM3NPvvotezpetWw4AWJ/t7nMkcPHF1s90G0W3lzzdM5kfiCTLLCHold4D96VrCxvYu146pSwb1fXKgsoOAuuiSLDxUr9+zm09egBjxngnbTDqppRl82eXlGW8KJFlbRTPPGaueritqvjhkz/2BGA1SORFo6qHMFbIqwuqOyjCUpapmoJtr/sJB9zFI+nVyyMDhQULRJBlZofyR7vHuL7CWi0slFgRbqTN4Q1EQHci338PfPddcdFvlhCZmFfANc3ddyMMHHigs754wT6BKfO3alVkmZkNM8IqXGsWu2BBwKssq6ByrHQ+czV6nrME65q7FVSnJtqzjCM8vFcvYNky4O67g9dRU2P9TCZoZakWDOw5IwHvpxVvv23+bQ/DHDbM+7vplN6u9apZjAO3eQcAsFE/Ga++CsyfD1QzEvRlcykj6ZAIo20aksQIw3TxLDPCXQA0Z8qdyrKsXVkWv9IKMNv/SJRlljDM+MkyTXN6Ve07OmSyLEFhmNawZut1l6edxPNDD+ltmReIQlJEMhlZMj0RecmyeSv7McpR0ZItx4WU4pWHPCRqwSiIZDvknC5YaMx09D22Z09r6L8bWcYD0jcLVZbRdXTd0fPQ6Ys3DbdqarFjYPsPQy2bhWLCMAvJzmut2/QsqywrKct4USLL2ig+/MBsePw8iNw62h9mbo9trvkZW19jZp7inajWZ/VJT7lcB+Sa+L5UBHg9y7zw5+LNSGkB6jVXhxcJIMvIQAEA1oLP3JRlaqkUOBYkZJmwbJgBDP4vuAA4/3zgww/1+1IMqaJptlX/mFfA/ZRlxcL+PJx4IrB0aWTV+cNj9B82WRYl8xCrwT/JOpdQZdnEicCZZ+rvbV1TNZYVuFqs1ynYswwkDNP7Wu3dkeWn8fjqt98C3SjekEzQtujzO2b8a1P0qH8qyClHjg8+MP+WKeXHGWfwJWro0XEppt+1KYZt9CsAoCqth8K4d+eSOQEUpCzTNF29wTT419gdKp2FrilT4ZhgO8IwE6IsU1Xdq3Ngz79CL9uiLEtIGGZlmW2MypkJ3QuSRJEvCVKWWcMwrddJW7a88w5w4YXAaad5lzd5svkcywKSyRAFfE5VihoLsMguvzDMhx4yCVBFjv5dnTtHr6OpmW9eQ7eXxZBlhrJME0mW6ec74fc9fSNJmjKVqD7VGfnkCxeDfzllvgdlMp9tUVHQCleWtW8P3Hsv8K9/FVY1nQ2zqqykLONFiSxro1AUs1Eoc0mbzINf5m6DtQ01xmfezqlZo1ZCMgU0agFRjLJst1s+wz0fXIh/vnsFxowJVi+tLJMFZE2kV555fTW80msH5Qk0gVlO6Ukpz4NXXg78+9/APvuEU79VWRY/WVaoQpQHdvPY558Hzjgjsuo4EB1ZZg8PE6IsiyMMM+HKsiFDgIcfBvr0Mbcd5UzKzAUjDFOwZ1nQVWHeZ3ezzYAff6TqtD2z/Rr+EahekaDDMB95BNhwQ//vPH/O8aiurDM+77WxPxloZOvOiSHLPv8cuOceDU+cfgrGHXSbZR9LWaZpupqMoClT4TT4T3AY5virR+H9Kzgco4OCfmcSEIbZp9Ms58aQyDJRWeGDdGG7UnZ/tKceALSvMN/BAw4A7rnHOTawY6utgKFb5JVlAhZm6PaliLVxNlnmoyw75BCxZNnPP+t1rFwV/ELpkG9HO+ODWMIw83XwzmvqmhiSYx+43V1FMX/ftACyrFBlWdeu+r8XXABccom5naePJdA0U1lWVV4iy3hRIsvaKFIUWeY3yQ4y+eQ9VpYltJAQAwEGvKQD9fMsY+GLP3fDxc/fg0ceq0Dv3v7H07CQZQL8GlRKZ61xvr5u6ZILAem0f5koVlnmp+AIG7RiUD+Z+MmyqJVlX0/Xpe8f/LovAOCv8EUF3GARvHv/4yN9X9jKsghDZIKQvWHDMPhvRdkwjzmmsO+ZYRTJ8SxjIcjh/foBv+pCK0ZSioTFYUJXd5+++6PYKq8O02zn7BU6s+OgbwLXJzRECMDatcAug7/EKbs95ZgoT206mfkduq2xh2FOmsQIw0wIWaaqwO5DPndsn754UNFly7JkeBTG3a8CwJ6bve/cGDZZliBl2bBhwM8/A9OmAesaO1j2fffXDgCA1fVdA9WvgijLxIVhBvEsA4DrXv07/lpqZoJkhRj7eZZJkvlOiyDLyPjX0f5zgL4+VQ32/cq8HbJYg3+TBI1suORSLk0IK5IAYrAAz7LqamD6dOu22bOBqVOBTp3461ZVU2kY5QJ8W0OJLGujSKfMl7E8HR5ZxU+WUdLfiMkyy+TFh1TxOv+ttgo+p6VJFREKDi1PlmVzisWfwAthkmWk0575lyDPsgBhmGFC02zKsphXwFU1Ws8yWQbe+UU3Llu2tgeAWPgdCs7nq765HYAowjDbdjZM4dlcA94gOgS40Hsr2uC/UBLfYvDP8dUtt9TDoOyTpaamZJFlkgQct+MLePS0M3HpmP8DYD3nf/0LWFXXFQMu+QvbXvej4/uOMDgOmBM5MW2zLAMdq6wZ8B799HTsddt4TGq8xOVbJpoyFRa1x7BhDMVHwjzLCN786WBsfsXv2PraX9hfCABZFk90eoGpJiow+7alCDoMM0GeZQCwzTZ68gw7WXbqY0/gtrevxrFPfx+ovKyqj/WFKMuMJCfBSJVb3roOgy41VwBZyjK70o4FkcoyMq/hTcQA6MmaOnWyXp/dk88PW2yhkzNxeJYVG17rBbcoGz/1ZNhQabKMs63ZYQegsy1ZeP/+ugo9WN3mfe1QHX/721pQIsvaKOgwzPmrNvI8lu5or3lFz4R3xuOPMI/lbcS++44iyyI24FVVswP1U5a19+gLC/HxopVlioAwTKIsy6kKd0a0MMMwzYGCICPtmJQ5XboAgIRsTuyEzA1RK8sAc/UxElPngGA9s0SFUeyjsM8+Aj3LYiTLiDeQaLJMztX5H0QhjIEqUZYJC8MssF0q5Nl97DHggAOs/dqa1RqaorcCDYRtN/7J8vlvA0212CWX6CG2s5YNwOI1/vLt1xc86nuMaMJFlp39XmNLJT75Yy9mNszNN7d+5jH4V1Z+Es7JFgn72GJNfSdMXbQ5GvILFsXAotpOgLIsquY/LmVZXUtn9wMppFLOhaMV67rjmlduw8K1mwSqX9WSryyz47BDzXf5qPtewvTFg3DsA/8B4K0sMw3+xZFlQZRlxx4LLFpUnLJMloGvvhIdhlkYCRoEbuWKJsusD1hwP7piqyb3taqiRJbxokSWtVEosvkyvv7T4dzfu+3ta9D1zBV47DO2YRFvI/bLL+KUZapqykklxTvNY+fOwCbUOOApyhqlYLJMFR+GGYgso5Rlt94KvM+IOuAFaWRFECpWBYfYpmrAAN37zFCXJcHgP0JlGWAOyJJAlrFW4u1m2AVDtr7okXqWcWRNjArER0mRBYdhZmsDHV9sdieA9ixrPcqyQHXahmqSpKExYYms7O1G5/ZrmMeVp/w9xkYd0s/3mDjIMnsb3KfLAgDs+3rZZcBcKgufqilOsszWppUvfDKcky0S9iZxdT0fAcODVIruV+OfrBlZVUMGTax89504suz+KW9yfSeVcidRgrZTOU2gwX9InmWylMPkycBVVwGvfH8UBl8+Hb8v2MLzOzQBKic4DFOWrecXVFkG6PMhkW1sY0P0yrJcFZsELjThWaGwKsv4Ljas34RWlkkCQk7bCkpkWRsFUZZNnLM1/G6z/SVcVRfMr4Bdv1iyjGT1kFJVPkcDp55q/r333ubfigIcd5z+96acmYllWazBfyFkGa1IGjcOGD268PoJKXnU9hwpzoqEqlITsBjIhgsuSM4KOK0sm7poM9z61rjQ6xA5CPQFg8AKalLrBrtqLUqy7Igt7zdqFQ0VMSnLsmv9D6KQDoEDJdkIRSnLTM+yYgz++Z8Ju/+XJGkxh0k74Ueyk/NdyTG+qKhkv+v0qyqaLFMUp7LMy/OlogIYc3AXDLniD/S7cA4A529kb9Nylf1DOtviYG8Spy/hHBBxIJWiSEJBmUy9oAYIcQsCSTJJihtuiD4Mk5B+yxr5fOUUhcp2WCRyIpVlMj+p4t21q9hqK+D224N9T+Q4qZAwTEC/t/SixGZDgt9n0eHS77wdXEUXBL/O2xLZbuyEJaKVZZrKryzbfnv9X7+stLxQVfO9lwWMl9oKSmRZGwUx+A/ayPqBd4AumiyrLNOX2aV0ZaDvtqOiCnI5PVPQn3/qyjgeSBKVNlsEWZZXOAUhy5paKvwP4sS5ox4AAPSsWRZamW6gFRyiPcsAKxGaJGVZJpvGta/eGnoddmVZ0jzL7CFLhaJcsYcJRjSRobL0VWnzo6nDA0RZlhKsLMtVb+5/EIVQwjAN0kqMlyIhTSQ52CQkqGcZgUNZFrEHUiHgDc1f39gBk+dt5XmMJPs/FLEoywKGwksS8OeiIZiXV5g9/dVYAMDPc0cCcLZp69YlgwG1jy2W1vYMrexUCljboGdLf/n56DOlxwVaWRa1WlvTAFkONlaiz69YiDT4J+rhopVlBRAFljBMAQr8YpRlZE4EAEpZBebOBVau5C/DoiwToABdsjhYNsyguO/j8109rcWHYfIryz7/HPjjD+DQQ0OqWispywpBiSxro1BSJlkWZgQb7wA/laJSu0dNluU0VJUTssxfWUajijq8OT+3HTzYut0LorNhkk4rq6a4ybKrX74dX03bCcc88l7R1beviD6tMkEiyLKEKMtUFTh/n/sAAIN7T4uojuSEYbLIAKM9KRJ1LdbUQRrvixQU1IBIEhCeYgdRlqVksXXnuuwR6PgwlWUiVkppsixo1ryCwzBti15hJm0JC0GUFg9/cpbnfh4S0mybxSnL7GSZ332w3+87370co27/GEc+9DEA5yQ407C++BMNAXZlTWNLsEVIL6RSQG1DDQDgmcdrQyu3UIjwLBNBlpn18jcybsRE0HaKLMxIAsbAYZFlXipkT8+yGJRlQUlNSbKSZZpUjo02Il68nHVblGXR31cyDgtCls1cyu+t9/bEgxLjWaZalGXeL1t5OTBkSJh1U2SZgMXFtoISWdZGQTzLNEgFDdAvvJC9PZHKsqzpdCwHJMvoiVqQ9LsE1myYyQzDnL5kMHa5+St8Om1MhGcWPmiD/zjIMkWhlGUJCMM8aJt3AISb3ZYGGQSaBGUk1XCBFRo5d0W/UMpeXDfYXlso5TpATeLjGJRoMSnL/DIS2xEKWQaxyjIzPFwQWcbwLGttYZg0LJmGGeAhA2Mx+LetxJv9k/t3aOTUFCb8Pgp1zSQLofWLHSqTobSyjy0aM+GSZURZVtOuNrRyC0XY0RcEdDbMqIkVS1hXDGQZSXAhYrGCNvgvpg1sqN418HdEEqB0HUE9xyTJmoBAlYJHlyiK2AWJdEqvI4iKbq/bJ+Ci5+72Pe6o+17CyvXdXJ8X0Z5lhBhUNUn4QFsP2SbPcElZxosSWdZGkVIKi3Un8FpZ4ao/JY4s0zINxt8yRxim/drefx949lmgX7/gdYtWlhVClhEkbXLlB1WlJk0BJ+BhwKIsS0AYph0r1hXvLUgjSQb/dmXZta/ejDB9v/a/67/mh4ikBU1N5kAkDm+InGHwn4s046cdQduZcMgysZ5lprKsGM8yfjg8y1pxGCbgrx7gIZfj8CwrTwfz2Ar8LqTEEttusDcXYVo5pFLms3Lxvv4T3aghQlkW9ftKLy4FWVh0IyYCK8s0oiwT8C5SWRMLUZb1v2g2jn/wOazterp7FV6eZQKzYXbpop/IXnsVN1VvSm0c+DuiPcvInJVHWfbpp8AppwDzVvbDvR9e5Ht8XVN7AHyLGsuaQpRxuUErbn5eVNVUGGaJLONHiSxroyAG/4Uqy4oly4Qqy/JkWXOmDDLHEoH92kaPBk44obC6RSvLNNUky/YIFu3ELi/gGO7G128ovlJO0GGYcRikWz3L4p3EsO7TPnd8hJ9mjcA1n34aSh1duujdwWHbvYHydFOs5KpkI+zC9LHQNOC9Sfvj59nb5D9HM5F55WU6DFP8oESjVU8Cn9+gz82OO+r/1tQUUylRRYr1LBOlLFNtQzVZVkXyn1ywk+zPfnWi5TN97X7JOtyUZXvuaf4dB1lWXWENk/RTwJ15ZsA6ZFUose0GRxhmyMqy3YZ8AQDYdpOfQyu3UNgnrOsaq0MpV2TIHh3WFQZZFhTmYoWAMEyiLNOUwGTZyJHA3BX98cI3xwf2m9TrFruoWFmh19GhQ3H3aUH1VYG/IzobZhBl2e67A1dcwV+26dHF3q8owGUv3AkAWN0SnFgMCvK+2hfBRIAOwywZ/POjRJa1UcjEGFKV0aOH97HVjLGBm2qpILIsF23GIy2rx+Y3tlRynR/reguFaGUZIctkRcGGGwb7bhjkxwe/6qk05yzvV3xhPqDDMOOAhSxLgGeZHZPmbo3trv8Jvy3fPZw6qI77yJGvhFJm4bDe97CMiAFzImhOkiJSljXSYZjiByXERwYAoCWXLOvaFVixAli0qPA641OWCTL4ZyjLEsCpWGBXlv25eDPLZ2YmSxe4tfu9ewPLlwNz5og1nwb0/qC6kk2Wud3LkSMLeK61+JW9r79u/Ry2Z1mSkFOtN++LP4OH57FgCcOM3LOssDDMN37SXcOXrCkygYMkbvJteJapcqA2dMEC4BVqWONFtCXFs8xQ2BY5eNeUdv4H2SBaWVZRHszgv2NH/rL9yDJZNrM0i7DMIGGYQcNrw0CnTmY2zJLBPz9KZFkbhUx5lr30kvexp5yiq6vuvdfcVuxAXFGAlpxOlqm5aJVl2SZdWdbQUsUVe3766cC++wL//nfxddNkmSRQWYYCV8WKBRkoBAm5KRQWZVnAcKcwYPVsSFYYJq0qDGvSTE/Ig2Z9Cx82skyTceyxwNVXh1AyIcvyA5WolGW0xF0SkCXMDkIgAUi0sgzQCTPepCps6M/uurUqrrgCePrpYsryhqpSE6WAZFmhYHmWJYkskyTguB3/49jmBv8JkfvFdeumPyuilWWSBLQvt2fS9Ufv3gG/IOh6vHDbbdbPYZJligI8NME7wUOc6NkrnLEGnSk9rUTb/lr7MP4G+JFPzsSB/3obw8ZNtmwvOAxTwOS7UM+yDTcE2rc3P2c9hjieYZgClWUawhn/FhKuKlpZ1ru3mbiBB+0C8H9+/Y2iCPbx0uJTlt1wQykMsxCUyLI2CoMs0yRsuqn3sRUVum/XBReY28IMw1Qz0ZJlmaa8sixTxXV+lZXABx8A558fTv1GGKZAZRnJ/lZ0eQEnXEYjK2BVzWKkHXsYZrLIsk8+cd9XKOhBiqoFW7UNG3ZliarJeOEF5ySuENiVZVJESg6aUJZjIMssyrKEk2XFghCDak7FnXcCJ58MzJgRTV2qShm9C/Issw/VkqYs61I+x7FtsMe4w8/g34+EpFUPmqC2WdOA43d63rItEuVzAsiynO0UmjLheZapqp6ZDgBm124dWrlhoXfvcBowSTJJRjozYSSgPcsCMCOqpuC/vxyI5eus4SeFGvyLCMM0PMsKIBpogqWpyf04N0gSRaqIyIZpKMuCX+utb40DAJz79P0F9TvWNlaEYlCvY+ut+eY2FQGaJB5lmZkhUoA6nTzDMVAwXboAN95IyLL4VcytBSWyrI2CJsvC9CzjhYUsy0ZNluU9y7LhrX7yQtPoMMzoJ6TE4F8tgCwLYxJLOhR7VrAoYFWWxWzwH6Oy7NhjgcMOA6Yt1mefJz3ygmV/FGRZHMajNOxS+DDDMI0y89cblbJs5s+/Gn+Xq8siqcMLuupVf19felEcWWafaIuAJjkVrytWRFNXaJ5lRXgL9eq01AjlSAIqU7WObaM9ki97rfR//NsooOvfPOujJzeqoDBMTQO6Vq+ybOPJ2smC561PAFnmyIYZorIsm6UV6vE/w6pqvxnhKctEkWWWtiCEsVKSs2GSsUFOVQKPfcrKzL8bPW4JVximEKJBzdcb/J5e++ot2PD8BXhw/Lmtgiwzws85icEg4dxByDIRaivjfY1rnC2XlGVBUSLL2igUKgyzULLs8cf1v889N/j3UymgOVMOIHqyLNuse6Jl1TKfI8OHqoo1+F+3Nk+WIRxlWVCI9GuwepbFQ5ZlsvlUfTEpy9atA9b++R4O6XuRMUFfuHqDiGozf+O4yTI7gVVWHp1nWVRk2aXbH2f8vbD85Ejq8AI9ALzssmjf15lLNwEA3PzmtZZQF1EwJmvUBKaQ0BMe5HLiDf5Z4RplS18rrLBI4Lywclt3zGPw/+D4s7HPPz72tRmQJMETObj7uJLz8cLFF7OP33tvxsEJIMvshLfhPxsCslk65CkBZJm9rwtpYU6SzMQIwzaaHEqZbrBkwwwwVrrnnpBOQBI3+e5UYxrB+4Xi3X+//u811+j/ShKwySb6/GSrrdy/d9pp7vvEkmXEE7GQzkzCotUb5r8f/Nt0GKaQBQktWJ8a5Jp4DP7NzLUC7qtmzs/jAHmeSgb//CiRZW0UxSrLunUDTj0VWLsWuPJKcztvWamUOcDKRR2G2UI6T/HOsbSyTIQE/bFH9Tqam8NRlhUahinCs0xV482GmQTPslwOeO/y/XHR6HsxsOfM/DZrsx2JsiymTpzAHt50zrnhZsME6GuMhiyrKmsw/p5fcYHHkdFAkjRhA/ula3WD6Elzh3P5RoYPp7IsKrLM6lkmJgyTFa4hN8wqrLAowLgwLd3J9fBis9taVA+CpIysdpZXWfZ//6ePpex44QXntiSSZWH2v5WV1MQ0AWSZZleWheSPKknABp307A5n7flIKGW6gkrgoklp7q9deKH+XGYyQF1wOz4D1mQy0d5TRdHLHzpU9m3jDzlEv75bbjG3TZumb2MRbXffrS9QDhzILk/TxBK9YRn8F60sE9HGBlSWsbB4TS/mdh6yzDxGhLKs8AihMCCVlGWBUSLL2iiIvD0oWfbKK8Dhh5tpeTt0APr0AS67TDcGLONcYKSJhvXrog0BWr4s7+MlyGyZhqqKzYZJJoN1DcGJwVAM/lVxBv8WsiyuMMyYs2GyJmjZnOR7TCGwh2HG5VmmacD/3W29KCUVYTbMiJRlltA5WTyRL0masPeVvKdxkazEAF+EskzNaWb4WBHKslzKJ001BbvBv74tXkLbAoYStWkDdzVlqGSZIHJJ04BM1voeB/Es69DBuY1JLCeSLAsP22wjWMXhA9V+C0NUlm3cfXYoZfnWlTMNuHIoD/TdDh30xW2aPCo0DBNA5Cp84iklca7K2N+7VMo9mYwkAdXV7mXRIcSygDEwQjL4L1ZZVl+XPGUZCz/N3pa5PVAYpgC1lWb47sVLlkHLMRdxSnCiRJa1UdDZMIPMBY84Anj1VWeHceedwI038pejaWbjU7c+2sZn4QK9/OYW8Q1PTY2Z8UiRo/cFIpPeYicbBHvuGex4M64/+kFuLgek5PzASxJPNlg8y2IKw2S9u6NHR6Mso0O9ulWvKNiPp1i8/TawepXt+YogG6pQsiwGyLK4kBFCGsQVvksma2KUZbQ/UHCy7NC7X8frPx6KZd2v4/8ei5RJkMG/nbhbuHoDyCn3lbViw/pkGahv1mf3Wqa+qLJ4YfHQzIN8LpRfYT6jCSDLNuv5q/9BBUKSgNNPF5h5LjDCazgamilWJsKMHJKmW5E0Z8oK8rci6NNH//eQQ4J9z0KWRf38Gsq1KMYE3vtpVWRKEWfwX1gYJlVOAV+XZbOd/uSduUXVz4cwlGXs1MM5zZ8sE6l2lTQzlDgOEGGJIudw6aWxnEKrQ4ksa6MgnmWqKsdiuKyqVEMQsRFxOqVfYGWVeEKlfXugQ0e9XkWAsqxM0UNaC5lssDqKY44B3nwTmDePrwyRYZhWbyDx91ZRkqksu/SyaJptuqq7T7gEl+4eTy+6YAEjvClEsoz8pqbBfzTtE00cxZG5UJI0YeR23Moy8nyIUJZZPLIKIMve/PlQHH7v69BSHbm/x1rtTpSyzIaGZu/M1OsaGTKrAJBlYG1j/vdrEbM0rmnhv0dJJcuG9J4SbQUSyTyXAGVZhGGYDS00WRbdGEJS82RZtrwoYdzPP+uL5SSyhBe//UGHYUasYkbxCiQ38JBlW24pMjlFniyTxYdhKgrw11I9HlWtX1xU/TyQClCWzZihh84+9/XxAIC73ruMedyaet0SgCcMU4iyLD+G0GLynpaIx6Cs4vvvYzmFVocSWdZG0bHGnLx05B+ThwpD/RT5SpM+CCmviKfh2WyoTlzJUrTebAAw7qDbAAC9apYE/i6ro5Ak4OCDgb59+coQaW6aywEphSjLxN/bJCjLWDxzRUU0yjL7PT1h27vDKTjoecjAvlt+aNlW7MoqDVFhmDSZEceChSVzV8QDe/LsxK0s61K9Ghfscy8AlxC3EKDmaGVZ4Z5lQSYwInxUisH69daLyeTSDiKIvl6aLDv/mX8Hrk+WgbUNhCyrDfz9QqBppmKfIEgYJgtJJcsyWfPlueydt8KvIP/eNDWqnlkJRcDeZhWjzLKWY8siSoVKhg1J1ctuaqkoapGge3fdhiXNb3sGAPh5Iq0si3isFKGyjAebDSHXKsKzLJwwzC23DP4dWQZW1nUFACgCkpehABXdwIHA/vsDJz38DNqfsh6zl2+CMx5/BD/M3A4f/rqPcdz8lRsBcB/qifYsg6EsizcMU5FVNDYmSKKeYJTIsjYKOb/S369fPN5DdBgmombqY2bpNeTJMkQfhjli44kAgE16iPHCsEO0sswIw4zB8ympnmX2gVN4XE8yOk1FAR4//XTLtjDJsv799X+jNvinJ2ERi2uZEGnwbyjLYsuiaj4f9554Efp3mx1Zv6fRxLmgbJisyUrcGWtpvPue81y8Ju1NmQrj7xe+MbPG8qrlZJki3LLr+U6ySGgOc6vikViyLGc+1wvrtgi9fOLBp6oqjj8+9OIDwXlbw1OWiSLLEJKyrFBYbEEif37zCzMxKMsAmCpmAQokKYTQxAsu4PeapkFHVoggywxlmU8mZDtkWbcQqW/W03A/9tkZ2P6GH7BojTNrPFcYppBsmMkgywCguSl+dW9rQIksa6MgA7uwVskC169RYZgRZ8cJwxiyGKjQl+FkRK8sKwZhPAoiPctUlQ7DjElZlkiyLJp3WkwqdH8wJ5AhkmU33ACccIJJNtTXR0+WdekSSRWekGVxmbsMz7LYDP6t7UP7irrIwjD7LTvD/BCwXaLPKchrXJft7tiW5DBMvwQhi9f0xo+ztsXX03c0QmSCQJZ1YgAAXny+WUiYMx2uffs7V2HV+s44/9n7ABTeJEsScNwDz+PLaTtTFSWALKOUZeVlEZwPFTb9xhvhFx8EDtI5xDBMQ5kOGIRWFDA9y+Ihy847XxxZZoZhxjN9VbW8R7EU/eI48c8qZh5XqMJakiiyTIAfcyHKMsB9UeaWt67FqvWd8eSP1+Dmm/WMxG6kocXgX0Q2zNgN/s0fraU5/v6mNaBElrVZxJdFEADGjqVkrRF3nkYaXohXHwEAZKIsi54sW1NfAwB4/LNTI6+LBUKAKnIOTREulAJALquaYS9xeZbFHIbJDt+LRlmWBP8YgD34kQKuNnqhQwfg8ceBQb1mAAC+fXdiaGXToMmMIUMiqcITFmVZxGGYRFlGyDnhsD00rDDAsNC1/kXzQ0CyjJ64BOma12e646MpeweqSyRYz5fX9e26q4yR1/+Anf/+FUC9J9/O+BtXfZKkEwMAoOWa8emngU63MFAN7Z3vXo5uZ6/An4v0F3uHHQorUpaB/3x7HHa9+Uujb08GWWb2t2WpKMY1VhI/Dk9Hgqj8MSUJmDxvmLkhFx1ZlmnSyYwo2z0vjBghIUfa/qjJMkJax6Qs06T84rgAsozM44pR1hf6btFkryILVJYVsQBFY+6K/uh29go89sMtuPZa4OKL3csQ7VlmRkPFM16ix9PZTPz9TWtAiSxrs8gPQmJafb7sMjq1e8QTNUP1Ew9LX1VNlGXRd54/zx4BAPh06h6BvxuqskzWoOaiHeGqOTrcKeYwTFXEwMgJZvheRGGYjS0u+dQFg/mcRrCKvGHnRQCAgwbdFXrZmgZ8RalFampCr8IXsYRhxqZ2srb9xnsbNUIa2PPg8z93s3xOUhim/fliZdKlr11v1yQQomzAJX/huAeex16nHYM5c/zro8my8nQzVq0q8MQDgB7HqJoMTZNx773At98Cw4YFK4uQpvRvIszjlQMq9WylUxFMlCVz0Q3Qyca4CDN7RrowPcv+/ub15oYI7+uyZUSpIseyPk6TDVEvLBrKsgimrzy/HYkkEaIsMwz+45mqZ3LkWgWQZfn7GvRavZRzmiZzKessz6+QRePkhGGmlPj7m9aAElnWVmGMPOIZUCsK0Ls3iQGPWFmmxetZ1q5aV5YpAgz+izHSDmMQZRlY5uqLL9CrrmzhWefCgMXgP6YwTJFk2ZRFI8IpqEhEHYYJRC+4Xb0a+HmO/nu+O2m/aCtzgcXgX1QYZmwG/7Z3ApKYyXfA57JQZZmmFW8mHxX+/JP9fNl//1tvBXr31v9tsXWVs5YNwH++PQ4jRsjo18+/TkkywzDLU81iCAKKLCPP+QYbBFOVPfusbqJOQg+TSpalKCXJ/LXhe5YRcps8Nz/8AItS/bPPgOnTI6iWgSjDMBua22F1XT7MOMJF44Z6/ZnJqUr8ZJkgz7IwxwQXXqh7mZ7KEbChgoz3xYVhFjOPK6YfNMMwxRn8F+JZVsx+cow5VhKnLIuLLKPnU0mxX0k6SmRZm0W8ZBlANQSRZ8PMk2UxeZa1J8oySTUawahQjJH21lsXXz9tzCyt/K74Aj1gUZb9jxr8s43ho2m2F67pF0m5QcFaCSxvmhpqHVFPKCTJfFcXrOoTbWUukGVNiGeZniWw+EF9cbA+NBK0WEO73FCMQMCu1krK9Q0ZAgzt87tjuz2jXt++wMKFwLhxCCWEnyjLdt3sCyEEgUo5wdvVSLw44QRg6VJg5Ej9M33eRMUBNX7v07SiEwGfTd0NshJBfyO7h4dPnQrssQcweHD41TJPxd42hqgsA+hnJcI2OD9QyKmKkcBGJFIpeqwkyrMsvPH+PfcAs2YBHTv6H2sqy0S8p/kwzJiUZSLJMkNZFpJnGe9+AOjUibINEhGGGbPAg1aWiUjW1hZQIsvaKmJWlgGACtL4iDL4j8ezLEW7RmrRrjYZ3kABButTpujx+g8/XHz9Dc3tjL9VqYAUOwGg5uJVltGeZQvmJ8izzDaYD2vSrKrAJ78HD+8NG6zBjZJZIf5EioAkmZOwQifWYZwD7TEYFWjVkyTHpCyzDbBlWU0MmUSjUGUZ4JzUJ8ng/7mzT7R8rqwEqhhR3eSaGxuLr7Nft7kAgK7VAmIwAYsyqJh3mr7v9N9Gds/MuoLLDgO5HJBOReyBJTlJfPK+/vZbBPV5nYqNhF5fvlNI5er/ilBcGb69moyTToqsGldYlWVRh2GGrywD+NtjjZBlAkzv5QJN78MCGf8S8jxakJDTcJVlPGGY/fsDUn6OIQlQWv2t3TUAgF7tBMlnbSiFYQZHiSxro9DIyCOmRlY/B1GGn3rnHBdLL6co0ijiVeFCwjC32ELPBNO1azjn8NuCofo5sN3nQ0PcnmWpFJDJ6gOjxx9LrrIsLFLAksE2j4YGt3OIDqzBj5oL970SoiyLOTRRkjTKYzBaZRmZcMoxkWV2ZZki5xJJlhWaDVM/3n5BySHL7Mh02M5zfxhkWXXFeuNvEcoyjXqgonina4nBf0tt6GUHwauvmpPjTDZdcDY9b7iTZaLfW3IOUxdthhMfegYrq08IpVxDWWYY30fZButjsc5dlIjulzdSKYFhmBEa/PNAlYiyLBfpPdUR7yIUUZalBCjL5AKVZX7POy/Zf9TRsuU8okTvMj0qJy5VF60WVkSEnbYBlMiyNov4lWUGeSUoDDOuzlNOUfEmERvBkwlTRWV895UMitSIjVytZJn4pqqqylxZEzFYYIHHsyzMukyTUx3t2gF77RVJda5gDW4ayoaFXs+kuXqZdU3tIpmgEYIqLmWZ1YdDDFmWGGVZhNc7Zb7u4USenyAoZiLrUJZFPlErDCvXd8G3TXd7HlNebv7911+F1fPghHOMv0V7lpH3Ksx2Y22jHgNWt2ZteIUWgDVrKLIsFxFZRpRlFIkvelGGgLxXM5YMwnNfnxha2KkjDDNSZRlJ6BVPX2PJHB714jiZ3MckBCCeZfqHqMf7xSvLyooIACGh4SlFnGdZ2Mqy9u35yiE2PkLCMGMG/Zsds8Nz8Z1IK0KJLGur0OLOTmZ6lokLw4yHLEulFTNtdsTKMqJWqaiI79Ulq03RK8v08jOiMtvZUFlJrawJGSw4wQ7DjEZZpqpsYuezz8IpnxesydnS6rNDrUOSgOtf+zsA4I+Fm4eidLGXH7eyDBDjWaaq5rXKcbhLA7Ary2QpujDM2oYaAMCtb18T+LvFKMsc9zCByjkAuPrl29Gs1Xge89JLwKab6kb3PIb+LKyu62z8LcKk2JINUw2//yUebL/9Gq9nmSSJI8toZUVcZJnd2iKssFN7GOZ776qYOTOcsh1Q4/VAEmnwb4ZhxnOtmiRucVwuIuT0n/8Ehg4Frryy8PpjUZYFfAHpw2tqgEMOAXbfXbed2Wwz4G7vdRsTAsMw4wb9m916+OXxnUgrQoksa7MgKxJxhmqQx6v1GX4GAR2uF3kYZn4ldvOh8SvLtIiVZSQFeWzplaXWoSyLMgwzDrDGSjWd086NRUCSzOdYllTcfHOoxevlJkhZNqjXjMjqsSrLYnp+BHqWEWLGrsLkAU08BDk/SXKG0qpSZeD6RWDFum6+x2y9NTBtmj6xKXSIQv/+QjKY0WGYESxCkr5GkeLpawhk2UqWRfNK6/euQ+V6bL6hnhyC9HWiwzC33fgnAECX9rr3XdhkGWmDb7pJxcCB4ZRth2YQVPG0v5YwzIjHhYUawYcF4lmmf4jay6twxfbll+v+f126FF67Mf5NsLKMxpQp+gLMp58CZ56pJwvhX4wRF4YZN+IaprVmlH6yNov4wzANg/82HoaZTgMtubzWOWpZdv6+HnNsPK/u8cebHagWceZPLe9TlVXDJUqCgAwAt+w7JZb6RXqWscIw4wBr8rzJJuHXQ5vfv/tuuGXTpvdxepYN6KFLGZ4849TI6tE0k0CKLQzT9k4oUnSeZUQNUwgJSg9SgyppnMqyZA7q3/nlwMBEYCEwwr4AlCP6BCBRK8tMf8F476ssUwb/EXmW0aT673foYc0TJoRfDw9IJtf+3eYAiE5ZFmmSFSMMMz5lmbhsmHEry6h6Ix4DhxGGWQzIPRVh8G8qy4LdV7qvKU4bQpRlyexXw0SsGppWihJZ1laRhGyYhiIo6jDMaLLj8CKVAlqyhCwToywrL4/nvg4cSCnLctGuNmm5ZgBASzY+BcVh274OANhny49jqZ+tLIvm3qsqNeCNESJWvWhlmSLnkAl5LKhp8SvLJElDOhX9ijCtLDvhhJj6G9vEqa0pywCGwX9CyTIt4PNeMFlGtVWbt0QfSrJsqfn7R/FOiyBVeGBXlkUZhknjyCMjqIcDRAn55s+HAAive7Ury6JMskLagv+FMEw5Zs8ySZKhqvmbG3HmT3MRKt5smGKVZcGutV078+9u/qJmV5ieZf9bYZgl8KH0k7VVGNkw4zT41x+vqJVlcYdhptNiwjBptUpc3kCaRnmWRb2qlmsCAGTUcp8jo8OgXgW6T4cEti2ctdnu2DGcujQNaGipCqewImCfnP0yZ3gk9URNlsWtLBM1IKKvdcyYuPobp8F/5MqyAtRFYSrLtLhMnjhQqLIsFYCrf/0Ns6For0YXZgwA778PXH45/XvrJx3mM2aGhSeLLKupATp0CLcOzSW7dTaGCNTGFn0x7q+l4cZIilSWJWHBWFg2TMSrtqIX2qK/1nwYZkzjfTKvEeJZJhWmLEulgFWrgJUrrYljAoMkHfkfUJbZx4ZJzByeNJTIsjaL+JVl5ipXxOF6WrydZyolJgxTVSl1QUxLA3SoXtSeZWo2ryzLVURajxdmLds4troBb8+yl18GdtgBeOCB8OoiE4c4YR8XRqXMolf8wybLSLkA0LNXfMoyEaDbpbgG9ZpdWRYhWUZIq1IYZng4/3zg6KOBwYP5v1PdgSJcIn7sbruNuu9quJWNG6dfN1mEituzzG7wf911wCefANttB3zxRTh1qGD36WvXip+40dcaJhzKsiiNw5Ng8J+PJPlkQsSeZYQYLMLbqqj6JTrzZ9T+bPGSoCKVZVKByjIA6Ny5OG82veL8YkXk81Xgr6UDAAA3v/d/kdblBvtPHMciRWtDiSxro9CMbJjx3WKj7ohT3P8vKcsMWXZMk1JVFedZpmZ1ZVlWjY8sO/WxJ2KrG3CZUOffpyOPBL79FujbN7y6GpqTpyyLSpllrPhLudAHC7TaapMBcXmWianHYvAfU7sk27zSylItkUy66fBakWGYmgb8MGukbWMyyDLWSnzQ3/7f/wZefDHgM2uZQEb73Mmy+YyHbe5/663Am28mTFmW9ywbs18anTsDI0YAP/wA7LJLOHWokrVP/+9l+6Ms1RxO4QGgaZQ/W54sC7sJoxPJRAXD4D8mUoX2LLv9thzmzo2uLuIpFdfiuCyLDDmN1wvU8CwTYOdQqLIsLGiGZ1m089Vczvxd/1i8daR1ucFOlrEjWEqgUSLL2iwSEIapkRjwqA3+411psirLIg7DlOK9rxYT+KiVZZl8GKYWH1k2b+VGAID6pnhIJDtZ9v7k0UDVhpHUlZQwTNmmiIpKWRa5Z1l+0BXUwyksiFKW0cQgYhrUt9ia3S+u2w1lzeGH5qlqfAb/r/94GI594AV88WeesUgAWaZpQPeOy5nbxSLa505RaGVZBH5lObM9+ubrHHbeGWhoCL0aLtBhmFCiSa5jJ8v2H/4eTtr5Gey6K/D3v0dSJRPZrHmtUfl1kudFRBhmXMoyOgxTkXNYtiy6ugy1VZzKMvKsRJ0R3siGGc8Y4uBD9eusLI/e4J+E18pKvBm1o1aW5XJmW5DT4nmG7Y/TO+/EchqtCiWyrI3CNCmMPwwzarIs7lTSHTrQK01Rrh5SnmUxhmGK8izT8mGYOS0+zzISllhZ1hhLYH9trfXz0fe/FKnBv1sY5vr1kVTJhATrALQu0zmSegjZkVKykRr8x7XaL9KzjFxrXO3Sf/7j3LbBqhtDr0dVTdLksMOKU5YFtxyT8OK3x+LPxZvpHxNCln1wxWjm9rYEWlmmajI2zkfn7757OOXncqZie9HCHL7+GnjqqXDKDgqaLJPkiMgyRihrx6q1+OMPYPp0YGDPGRix8U+R1E1jzRrTjynsMEwCIWGYCVCWkTFw1CF7cszKMpGeZXEb/A/dQlxoeHKUZQLJspiyz9sfp6OOiuU0WhVKZFlbRYIM/qMOw4xbWda3r7l6mMlEd62qSk/A47mvnTrRA4WIB0XqOgBAs1odaT1eIOSRLGuGh5pIzJ9vnXX27BXNgB6whtja0atXZNU6oNlm2v2GbRVJPeQ57tdtHnYd9FGoZWsacME+9wEAqpVFoZbNC5GeZeagPp422K4s0xH+9dMD3ZPGilWWGecgzFzaH6oKDNvoV+NzXZOemixsQ3gWRBJyskwrRSVMm6YvZHTtGk75tGKbkA1NTeGUHRQ0WSZHpCxjhb3feewVSCv6izzjX5vip5u3AxoWR1I/wfz5zjDMsCHC4N9M9hGfsoyMHRQ5F+nw1PTxiuda//xTnGcZYk7oJSupfP3iyLK4Ftwk4lkmaZF2Lrkc7XsanzqyhGAokWVtFskx+G/ryrL27c0B0U8/RjggopRlcXkDnXce7VkWbQe6ZG4tAKC+pSbSerxAK60yTY3C629qtM6o33m3LLK6NM0ZYrTgvg3x0vlHob5e4MyUGqi8P3k0ZlddF0k19Kre2xftG0kdALBl+6cjK9sLDrIsokULK1mWJBVd+M9sscQg3WwXmjFShIqZF3bCb6ML5+GII4BjjxV8IhH3hzRZpmoy0unwshAD1jDMSMP1OCDLwJl7PgoA0JRowvLdPCJP2e1J64a6WZHUT9DYGJ3BPwGdSCYy5Ilze6ITUaCVZVE/v6YCKZ6+5o03xCvL4lIMSnmyXBGQDdMw+Leb1gqC5d2J8L7SC25RWYz4IaZXp1Wj9JO1URB1RlykCgCoBlkW9aA+XmWZLJuN3i03RxyGaRhpx/PqVlUBOegDaClbH2ld82bWAgAmT+0UaT1eyOTSyOb05yrXLJ4s02yz0cGbRfeMW/zo8tiw8yIctf0r6N9tTmT12kEry46+/yWocrtI6olSAp+EMDTHgCiiASDt4yXH2AY7EAGZRA90lSK9VdqCssz+nK+u64JXXtGT3kQN69Am2v7QHoYZNnr3dpINcbUhEkUyV6gLIqnDjSzr0TFCsysGNI0iy/JJmqL63Q0fuEhA2oL4wzCjJsviVpatXy/Os0yKeRFKyivLUnI28gYpbmUZJCqqIkLFoJUsS9B4qQRPlH6yNgopAcoy8ni1dWWZJJkD6Eil9nQ2zJiMtAFgXVONfg65tZHWU1WuOxzHazovGeqyXCYGx2WB6hFVdZ8IilU7mIMyTZMiE43Yr/XGG8MrOwlkmUNZFRG5QocVJElZtmKFhv79gQ8+CK8e+lrlVHED3bZAlqkq8OeiwXGfBlaW7x9p+Yqie2oBQPuK8BeJevUyJ+DxK8vMBzOFaBaI3MgyRcrB2v5HUr2BF1+MXlm23Sa699otR1wbSfkAzMYkJgIplTKf35ScFRKGGVdfk82Ka4NNj+K4skzTBJIYElSOSVlmCTmPkATNZs0xRLqsRJa1FpR+sjaL+MkyEoa5bm3OdXAUBkj2krj8cuhU0lFK7VWVVpbFd1/rmvX4EzlbG2k9ZNKwyYB47isAXHONGYqptohXlkXviWGCpSyLA7SyLEqyzH6tN90UXtlJIMtEKctyuWQmM/jjdxVz5wJjxoRXD62iK3SyttVWegjf8OGFnUPSyLLahhoAwPEPPie8/me/OgEAoEnRJoEpS7Vg8m0F3jBOdO+gZxW9dMz/RVqPH37/zRzDSBGZ0mcywKs/HO7YrvtdmY2nGnE7+vDD0XqWDRxo/r35hlNDL5+guUkfJyjpth+GSdo9JRVPX3PvvaYVyerVohbHY+pXU2LUVpoG477Gda1Kmr7W6FSgtLLszDOTMV7afsB3sZxHa0KJLGuj0BJg8E8kpiuWqxg3LsKK8uqbuJRldBimEmEmFToMM65JKWAqy+SIlWV9NtDv65Ah8V3rzTebyjY1EwNZFnlqchOa5q4sG95vkrDzoJkmDeLIsjCRBLJMpGeZMUGKSdnAGl9HkeDAGoZZ2LX+8guwfDlQyU486wvzHY2fLKMndGsbQjTx4q5fbxyiInUItu71caTlA8Apu8WU/pLClCnArbeav6WWqomknmwWuOUtp9JKkXMWskVEOxqlsmzixNCLZKJuvX4NVe0ExD8zIJIsU3P6mKiqHTsZUdTYfXfzWg8+KFoCKW7PMmLwDyDSsegbb1CK7biUZSkx10qPIfYdnYzx0g4DS2SZH0pkWRuF6RMW4y2WzNDEO++MsBpCUMWkLKNTSUepLLOsNMVIgi5Yqk+K6tfURlqPcV9jmoDr52Aqy+6+swGTJwuuH8kgy1654CigeZWg86CUBaocGVkmMQzgf/2VcWArhVBlmRRvf8MkyyIy+DeVZYW1S7IMlBWRpyNpyjJy7+NQpZL2Kop7TSOrVURaPgBksvFM/ml8/bWV7FjV/ZJI6rGEslHYsu8UbLvxT8ZnES4Eds+yMJFKASvW6SlTF6/phe4dIvJkU4myLB6yLJVyZnONAk1NZmbGypjIMlkWEzJNR5LEFYYpUaGJv02J7r6+/DLle1qkF2ihSKclw58YqhhlWZyLi6c//qjxuSzFTCdeAoUSWdZGQciyuLLjAGYYZuSGn/kRVXwph80sgnKEK9yqGr+HAWCG3cyfFa2yjITXxkmWAUBTRifLfvqhseDQqYIRoRzcjrPO8pnwNiwSch50QpAolWXOdknDsGHhlJ0UZVkLPQGMkCwzB38JIssiVpZBjmeyZryjajLIsjgze5l1RsuqNOeqIy0fAI578IXI6/BDx47WdrFHn5pI6snl2M/LmGEf4NsbdzQ+i2hG7cqyDTcMr2xJAu7475UAgN6dlmDZQz3DK5yCIufHCVI8bZKimKGJeihtNPXU1ZnPZ0VlfNdqEIMRZolMQpZphfLl3H236K5VUShlWUyih1SKUpdGbPBv2lbEJ/D45Pc9jc8lsswfJbIsDiz5GMrno7B585O+hxaKJCjLCFkmS2q0hp8xK8sAqwQ9Kn82SxhmjA6NJNymY2VtxDWRLKfxNlNNWZ0sq0y37TDMu+82SV8mBBEhojzL7GTZ3luEF2qVDLIMmL+yr7khwmyYZrhIMsIKgGjIMlWllBMxXWtZuV7vm2+qePjhWE7BgKaZA/84lWVRS5CiVIwTTF00BICpRIoDHTsCdx17mfG5c+do2vxMhu95Eakse+31NH78EejWLbyyJUlMiFNK0q9Bk9p2GKaqmgSVJURQIGTZSgxGBVU12534yDIZufyYkHj7RQFZToKyzFQM/vZrxMoyKf7FRXqxojzVHMt5tCaUyLI40LwK8oov0FGdE1kVZnrlOMkyMwxTRHac2FIOw5oNsyUikj4pYZgGWVYVrbJMSoiyrDHvWUayc4oEHYZ5/dt3R1pXRYWfOkTMMxcXWbZB5/CUc8kgyzSc98z95gYRYZgx9TeKAtz+zlWWbVGofOMKobj2WqB7d2DcOCCVNielZ58t7BSYoJVlFRUyXn5ZdP1iyDK6rZi0ePdI6iDh/pVlMSzK5FFdDZy556PUlmje52zWZ2EmD01An0PI700GpLDttuGWTSd/MhBB56DkCaS4yDI6DDNysizmxQqLsizCkFNNoyJJYhrvK4o1y2mU9RBiMC7PslTKJEGvuDy6a81kkhGGmYRkXq0JJbIsDii6/4WMKEOskkCWmZ1nlDyWFHM2TMAkGZ4/5wS0NEczWKCVZUkIw6ypqkUmwkfYSBEeM1nWnI1vEiPlwzDXNVbjia8viry+QYM8fmtRAzZBBv8r11sVHA3NVaGVTc+H/qw7LLRyg0CSNHw0ZV/TC0lIGGZ8g79xL9+Oez+8wNgWlbLMXBUWp2zYYANgyRLg1lvNxDlRJpPhBa0qfPsdBUceKbh+QWGYMvVb9+kbzWDGSpbFw7Y7eJyI3udslo8IUwUqyyCHTzRJEnDdazdbN0bgh5SSo7sGHogiVTSNKj/OkFNBnmWGojUmIUAqRd3XCIlBwOzP4lSWEd9CKcK5eVLIMhrbbfJjLOfRmlAiy+JAnixTEF2csOFZloQwTDniMEzEK1UGrDHf2TUzI6mDNvyMK/MnAPzjX7qyrH1FPZobI5RmS/GmkiZYU9ceANChch0APVzx6qsFVZ73TmjJlgkZL+W8VvtFxMTAqSyL6roXru6D6179u/G5MVNgekIXLK3tAQD4tvbyUMvlBfndTEP46LJhmh4c8XqWtWRN5/yolGVxKRvINWqUijluaFq84TOELHvjdRWTIkzYq0jURDGi+07IMkVWI5+YusFJlkWnLON6PwVmw4yCaJJlYMaSTa0bI/BDSoJnGa0si2q8b1GWxeQZSatyovYsMz2K4yPLiI9XlNcKJEtZtnhRtMqyJIyX6PHDqC0mxHIerQklsiwOEGVZhObdkhGuF+ctFhOGaZIq8SmQ6I4k09QUSR2WVNKCQuJYOOCwTljb0EE/i3VTI6tHTkA2TABYvKY3AKB3p8UAgEsuAf7xD2D69OjrlvNhmNlcKgFkmZgJHJ3ZLsowTAC46z3Tn2fU0PGhlatpJnFDFg1EgxDrUWdPTFI2TJosi9zgP6Z2yVCWJYAsi9OvbtNNzVC+xgYVW28dXV2W3zqiMRVN1leWNcYSyu0ky6JpfDMZPrJMFSAtM7yYIlKWORCBsizuMEyaQIpyvE+T80lJZhAVrJ5l8Yz3aQIp6pDTJHiWiSAGW5o1KDEb/FtI5zyaS7ZlniiRZXFAjl5ZhgQpyxQp6jDMZCnLLji3PpI6LAb/MXqWSbKChav1lFFa8+ro6kESCF9gaa2ewap7h+WW7evXR183CcPMqimIyArv5WOg5cSQZZqgMExAz3S6pr4GAHDe3g+gLCSjU/pd1bR43lVDWaZFS5bpA69khBW05CiyLAJZiprTzGuNSdmgCsoyzQPas0z0cLJ7d0BW9HcragN+OgwzKrKsOVMOVdWvJ5ZkMhDntagonGR2RG0WgSSp1MS19ZJlxOBfiikMEzBJlYO2eRuaGs2DZA3DbNueZfRCRJzKMnKto7YIbzGRBZMsi1FZlg85NdSmESCTofqqmJ7hhgbTe5qgogJYsCCW02kVKJFlcUCAZ1kyDP7NMMympuj8JyQp3kYWsJJldWuiMb6nDT/jvK+ybHYqUWZrNAz+Y1QMAkB9czsAQFWZ1eBfhJ8KUXNlsmmUlfkcGwK8lGXvv58VQhCKMvgnaM6UG3+HNfi1kGWxqUD1+k0T9IiUZVlqYhRzGCbxHAGiUpbFP9BNirJs7lzgpZfiTe5QU6PXGUXILQ0LWRbZsFlCU0YfGz5w8rmokFdFVI87RJFl113H9/xGrSyzTIpFEU0RKLRT+evQYiTLCKmy06bfoNO6lyKpIylhmCI8y+jxfpzKsh4d9UXif594YWT10FEzSkzKsnbtKGWZksXrr0fTHmYTQJYNHgysXO9M+/voo//P3nWHSU293ZNkZrYvS+9IkSKIUkTsBREBu9h7Lz97w957793P3rGiIoJYsCAqiiKIIEWk1+27U5J8f2RucpPJzE4mN5Mbds/z8DCTyWRuNsm97z33vOe12bkFAFrIMn9APMu8TMPkgCwjv00GlJde8uZnRN3g379zJSl6gGZ87wVM3kA+pmEKghEYqYp3wYJxD/tLltWnqYaZj4kFqYYpK1KelGXpn6G774zjtNO8b4P5D+s9WdapYp3+mtWk20Rs+60s8zwN0//gzy4Ns13ZRnx9/d44da8Xmf2OKtMKI3/JMq/VVE2hVy/g8stp/5X8/z2Ict4LYpSGvnADeBpTEbLsyJ3fw/6t/ufZ76RDvsiyLl2AQ4/u0PSOHsYXgDW9Nk/3rwfKMt2KxMdYiRANAFBW97knv6GqtGek//5sXnuW6WmYPs3jQnn8E+vKspA/93CrVmZl2ZFHAp99xv534rH8jCWZIIrAFVekbpf9F6tzC8dXaubMmTj44IPRpUsXCIKADz/80PS5qqq48cYb0blzZxQVFWH06NFYvHixaZ/NmzfjhBNOQHl5OSoqKnDGGWegtrbW1YkECrqyzLs0TGMl1H9lGekEv/rKm98RdKmyf4ECWX0BvCPLTBNwH8kyUTQk96qHyjJeDP7btE+SZb4oy7S/Qb7IsoSc/hkiq23egyiitHs8nxnHLFeKyQRe8Ykss3qW/b3Qoyq9iv/BH7lH6DTM4b1+xd7bzcSL55zO7HdkE1nmz2SNtjfgAYaHUP6vPSHL8qos8/A8ick/AHSK/OLZ76RDPn3SahNNk2VeK8tMSuJ8EU0eLJKLHCyO1zSUGW88upF4ScPMm2cZ8Z72MQ0zH6CVZX6lnFZUmJVlAPDzz+x/JxH3f8ENsH9EW8iy9HB8V9bV1WHHHXfEE088Yfv5vffei0cffRRPP/00Zs+ejZKSEhxwwAFopEzPTzjhBMyfPx/Tp0/HJ598gpkzZ+Lss8/O/SyCBr0aZtyzQYUHVY4Ks7LMK+ikik/yXStaFXuYhql7lvl3rvlSlvFi8D9wBz/JMkK4iHkJXDIpy7yuhqRDJX6LxI8oPz8LsOuraGJ7n335IMvOPNObG9asLPOnXyLDKK0s8+R3FB8m11YI+RlXs4VfBv+AURnUa7Ksod77NMwePYDFa/tSW4zYcFOeMjK9HM/t8PBnTaR2eelZpir47Y6hxvt89V1eLDByEBdWN5RT77yZ15g8En1arDBVw/TYs4yM4YJPHsV+KMv8KtRWVgb07rAUADBm8DQA8MT6xKws83duY0ULWZYejnvWcePG4fbbb8fhhx+e8pmqqnj44Ydx/fXX49BDD8UOO+yAV155BatXr9YVaH/99RemTp2K559/HiNHjsQee+yBxx57DG+99RZWr16dcsytEkmyTIDiWYU5PtIwk+kiHgey5Fz9VJbR8GoA5aUapiDkybPM51U1AlW0T8PMD1mm/YiiivnxLJMzkGUeBoY0iGcZMcbPZ5zIqq+69FIj0B3Qnw+D/7pajwz+E/6nYRKyjPYs8wJKgodAlw/PMgI/lWUKIcs8TEldswb4c573yrIpU4B11R2pLdpNfffdQLt2wDPPePKzJggeWoNYoarAuz8dmXkfD2dvSxesQZ+OS40NeSPLvFOW+Rkr0WSZ6qWyTOJAWZYHzzJTpWGfMoTyqSzzu8q0JAGtiqsBAFcc+AAAeJLNkaDjJT8zv1qUZY7A9EotW7YMa9euxejRo/VtrVq1wsiRIzFr1iwAwKxZs1BRUYGddtpJ32f06NEQRRGzZ89m2RxuMXdeofFGbky/owvoZBkHaZhdWq/Bufs95dnv8KYs82oATST4qIYJGBPwfCjL/PThACiyzAdlmUpUVqrgfxpm3pRl/pFlrJ7djz/2/1klP0tWwb3ql8x9gL/KMpIeY8XatYx+hz5Xnwymybh64NApOG3vF3xpAw0/JzkNjd4ryz79FLjusDv09175Bw0caCZ7G5IFMa+5Rvv/3HM9+VkTvE57tOL7RXtk/JyMf17gvUmW8SzAaZgCB4uopBCSBu+UZX4WFAEsyjIx4Vnqsmlx3EfPst//3cH73xGjaFO6RXtTkGo8nw9Y68MVF9R5Qhby4HuaDi1kWXowvRXWJiPSjh07mrZ37NhR/2zt2rXo0MHsVRAKhdCmTRt9HzvE43HE4/lb9fISv/8pYUgyJopHa4BwWeYv5ATtrldU+PZ3o716njr9fzjh03MQj7N/GsmAoqqqb+d649t34q5jrtXb40U7GhqA0mQQEk8kAB+fB7Kylog3evY3J2SZCuO6+nF9E9CqJfbqsBw79f4ZvywdAQCIxRKIx701eVFkLaDXlGWKJ8+P6fcylHwnlcO8vgYJOQ4IRhqmLMc9utVT2UdJlBmdX1hPw/TjWaXPgSbLvLh29fWG92ZcVjyZDDYFRQkBEHSC1YoxY1TMmeOe7I1FjcWteEIGkP/oculyI8B+4ewzEI+flPc2aAhj246L0a5MyxGMJ+S83+ebNpvJslzv70zjiygKGNz9T/29ogqe9YE02RttVFFZGQfdT3ne91qO7+XvaSpmCeuqOpg8X83tiXrWhnjMvFAdjyc8WtgwjzOJWCNU5udEfD7zEwPbPS+0wb8iezPWxGJAcXIRKi4rvsTAqmo8p4+cfAkaG8+DFGJ/30SjQFg/1/z3rYB2rue+8DRm3bKb1g6P2tCv+yoAQDQegSiW+3Ku1nUCASokSUY87p6wp5+XeCyqMy/xhAx4nHmVDnZZJPE4m/MNCpzcz/4sjeaAadOmobi42O9mMMHChZ0RHRBBQTiGb7+ejkaRPZNOAoHVa9bi7ylTmB8/G6xbX2J6v2rVKkyZ8ivz3+mYJFX+nD8fdasLmB8/G9w9+Rr07/w3Tt3rZUiijCke/M1XrCjD8RHtXGd++wNqxRXMfyNbFCXTXxbMn4ctq1p58htlyRTPRYv/wby66QCA6dOne/JbmbB0RQHQS3v98207QzhBC2BmzZqN+vqNnv722rVVwCCNLJPlFZgy5XdPfy8erUn7GUl/8OLepjH/TwlHDDaUZd9//732d2COQ1O2sHt2D9WVZd9++x1qfHxWFcXwuPLi2n07owLjdtFef/bZ51B9WC2trt4HQCudYLVi3jyBybn/u1DFbt01BabXz0E66NVNk/CrHcChJsXVlzN/RqO4NMP+7EHu7UOHf4RLXn3E9d/CbnxZsKArMMx4v2HjJvzg0d9ctzeARgBOnvwFgHH6Nq+v9e+/luKgAcZ7L39v+fLBAHpn3OfPeX+gZmVhxn1ygaoCb77WG9febWyb4kXpOwDWceb7b79BZXhdmn1zg5i0c1n8z2L8UpW//oB+Xuh7d9PGjZjtwb2zcmUpDk+SC9999z2qpTXMf6MpqKrR7wDAN588j8ZIV+a/s359EcYnz/X7735AlcRIHu0AVVURLN84BIBWcMmr/iAe0/6eMTmCLz17DptoQ1wAnRReVlSDhQv/wZQp/zL7jenTp2P+/GJghOYP7F2f0zSWLRsE7Gze9vTTEg444BO/E5fyhvr6+qZ3SoIpWdapUycAwLp169C5c2d9+7p16zBkyBB9n/XrzatIiUQCmzdv1r9vhzFjxqC8vDzt50FCOCygcXUhCsIx7LX7CIRaD2T+Gx/9oHVqXbp2Q5/x45kfPxvM+36J6X3Xrl0xfnwn1NcDlZVa+XAW+PX3OwEAOw4ZgopB/pwrAFTWVQDQgtwxY8Yzl/D+/jsQmqsFRXvtMwoo3ZbtDzjA9B+eBQBsN6A/KoZpf/Ply4Fu3dj5HMz67TEAQL8B26HTyP0xffp07L///gjnIx+Rwpql9oHtiBEjMXq0t8qyFbO1YFRVBdx9d1cMHsw+KKPx5D3L0n5GyLLxHvcnier/ABhk2R577I6hQzN9wx2enH4e/re/liYuiTKz8yNk2Z577QWUs+/jMyEej+sTGVpZ5sW1W7pgg/563PiDfEk7vf76ZHXeDJVHWZz7j4UrgU2ArIY8fw7S4fW7PjC996sdgIp+nRbp70aNPy7vqamzX5gPANhc2wZA7n8L8rzYjS8NDQJq60tQWlgHAGjfoSP6jvPmb/5/k43JkyCoJksTwPtrLcrVACW48vL3pk1rOrVs0MDt0GYo+zYsWwYUhX8zbcvXc7TLyBEQO+3J9JjTftDSsfv1H4D2u3h/HnbPyyt3TNY/b9u2Hfp58PdcsAAQv9cIpD323BOo2JH5b2SDN6a+r7/ec7cRCHcYAgBYvx4oKABaMVg/XrYMEKZrMcTuPp3r5s3AZQltoVIUVYwfN9aTlNDatdpcUZIE38YzRQFAVXtf80QXTIt+gH3HH+j62PTzUr1Wi5dUiD6O3cBXX9lfx0GDxqNnz/y2xS9UV1dnvS/TyKZXr17o1KkTZsyYoZNj1dXVmD17Ns477zwAwK677orKykrMmTMHw4cPBwB8+eWXUBQFI0eOTHvscDic90myV2jVCqhdWopWxdUIIerJeYlJWbYohXz7u0lhsyO5KIoIh0Vsuy2wcaM2GLh9KGljyEikwNd7hPh4SaKMo48O4+OP2f8G8Y0Kh4u8cZ/MEoo+AdeezalTgXHjgH33Bb78ks1vlBdWar9R0Ea/rn70A+WtS03viwvqcOWB92Hyy0dg3Dhv/RyEpAdU23Yiegzz/ryXb+qHYdfNQXlRNb6+fl/TZ8a95207pKR5BFEJRSJhT2/1S1592ESWsTo/koYZDkV8e1a//DIB+Rej0IoX105KkoIJJYRwPqpQ2KBTJ+DPPzOTZSzOXaR84Ap8uqZWZZlfY951h92O3frNMtpRUJT3NnyX9LwixVfc/i3sxpeJE4GOJ4/AvgO/BgAIYsSzvzmtzhEEFaGQ+Xfy1ffm4/eIF72Qwd9KEgRP2iDLQFGkwbTNq3NdsQLAt8Z7UWD/WyQNORTKb3xEPy90GqbgwTkC2kIsWYQKhwt8G1fpdGlBkBAOh1FdrS0WA/bm6U4hScZ19SuGiETM1zUsAZA8mK8KRszH0zx/z8g5CDNUgYbDYQjJuFZRJUR8PNd0a5qC4G28zROc3GuOKeLa2lrMnTsXc+fOBaCZ+s+dOxcrVqyAIAi45JJLcPvtt2Py5MmYN28eTj75ZHTp0gWHHXYYAGC77bbD2LFjcdZZZ+Gnn37C999/jwsuuADHHnssurCSGnGO4mKgtlGbgAuJOk9+Y/Nm/w3+pZB9Os7GZObajBnuf0OWjQFF9Nngn0izRUHBJ5+wP34iQVUC8slcmkBOBgtq0lPriSe07V99xeb4jY1A+1JNYi9HOjext7coa2UmAO48+lrcPOEWPHVIHlb6kgbHUig/97aiAL8tH4bflqdKufJVDZNMngjx4XWBr7gcwZakKpSlCb5u8O+j6XJJiap7zQ3vNceT3xCgHV9R/Yuwnn8eGDUKadMwWYEY/Cuqf8a8pAKkn/jgA+D2o27Q3/+w+gRf2lHXqFk9lBR4E0cBwH//waSgW93uFs9+y0SWQc2/4bKHhvrp8PzXZwIAfloyIuUzrwz+ZRloXbLFk2NbYXWPUWUPDf59zJ+i712vXO/NFeH96wfpc03EtIf077/Z/gYPBv+tWwPdelDjugeVXAGjIJ3Kwdhmgsg+plFV/2MIe3ibJRN0OL4zf/nlFwwdOhRDk3kxl112GYYOHYobb7wRADBx4kRceOGFOPvsszFixAjU1tZi6tSpKCw0fAdef/11DBgwAPvttx/Gjx+PPfbYA88++yyjU+IfZWVAbVQjy9R4LfPjr11Lmd77SpZ5/9uJhDHBFa3lTPIMr6vOxeN02WyfyTLS0avenOv77wPlRZpEVgl544mWLUrLzffVxWMfzeOv57fKVaaqgvmqhqlaqmFa6sV4AkJ0ty/b0MSe2cPvapgEfTv9AwB44IQrPDm+kPTLkX0ky7bZRlt86dzZY7IsyV7Iaapu5gNWZZkfOOII8/sevfKvKgOMCnzd265EaWF6v0U3EAQFXdusBgD0uOhfxMPdPfkdwNzvdihf3yzIspveuwXj7p2C0Xd9YdMc7yqLHzr8I0+ObYW1+1e8IMuSE12vKrVmA1qBpHpYDZOHcZU+108+8eYeNZ+rf9f1zrsL0RjTvKCr1nnlm5aM+XxcWASAIx56z/ResSkC5RZqspKA32SZlc/+5oa90a8zY8Z3K4LjiG+fffbRJzN2EAQBt956K2699da0+7Rp0wZvvPGG05/eatC1K7A6GeTVVtai9TZsj79unUHY2FW8yBes5NVrrwF33WW8Z7H4JMuAKHKiLFO9LWOfiCuQRLLSxImyTPGGQKmvByRJu4erq/09VymDCduaNUBnD4VvRl+bP2UZYFklTiIcylOFIlUFBECBiM8+yw9Z1rZsMwDgu5v2BKsVNiO9yL8AMGWitnEOxHbDmf6GmFSWyar/9YIkyWtlGalO61+g6zdZZjduqyJ7E/Zs0BA3SLrX/3cCgMnpd84R9OJXdYO3vrl0vxsOJYCaRQD6efqbNLxSctn/lvZ/Qg5j6u/j0uzk3cLjaXu/5MmxrbD2wUSNzxIk5hRE/8aaPn0pYqEZKctWLNfuUdbcnaLQ5+rfdW1oFLFkfR8M6rYAcvVyAOy9kvU4N4ONQj7wwS9HIJYII5KMdVUPaiCSBQA/hSyA9izJiqjPKfca8C0+mzgOCvJbpCco4Ezz2DxQVATIqsbU19XEmB+/vt4gkPwMrK1kWWlhDSZOZPsbsmwEs+nSPvMFr5VliTh1XL/TMCllmaoCvzIuchoOG3/HAQP9va5ihjzAG25I+xEbqPlViGYiy/KlLCPnLIoCxo7Nz096AR7SMFPIsvr19ju6AQfKMh0eqw0U2f8UCr/JMsWGT/GLLFuxsYf++pDhHpiEwtzvyYrkFQ8AAOjYyuyPU7z+Te9+zA5enlwO8Iq8a2xseh9WsIYPnqRhwt90PQDo3NmIGSorVU9uJROB5OO50grQjmWp1RJZnLuiGPM4P881FgMa41r/LqgeLZiqfCjLAOhEGQAo8MCDlQMrB4Il6/qY3vfusAxq3BuFdtDRQpb5BLIK78UqU309MLLPbO13FP8ucShs/u0XzzmNeZAiy4AkkDRMTpRlojcBnpyg7hVOlGVQE3jnHWD1arbHVxQj5bS4xN9zFTOoVWLsuW4TjCA4P0EEmQjbDeT58iwz1HT+B05uwEO6SApZprBvi6h7lvmvLMvkecLCU4aQZX6q6IojlnLneSY4SGpgQqb6CMkfsiwffQS9+OU1URkJmQcUxY6Z9BIUOdX/ioXe/pTlti0rs9nJozTMfJJlqcoyLzzL/E/DbIwbiyULF8Qxmb3IUxOdc7AIRadhTuh1WcrnLB5bRaHV6T5e10bjfJWERwEvpzGfJ2mYSbWs6jNZ1rEjcMTD76dsb7XmER9awz9ayDKfQMiG6dMUvPYa22MnEkC/zosBAJ0UD5zms4QgmDuDI3d+L82eucOchrl1K8vkOEVW+KwsI2SKqsi4/372x5dllUo59VtZlttnLOBXGqYdbjjsNmzffZ6nvy/LwCOP5HeVcUeP6jRwmYbpQZqDAI6UZRn+1t9/7/7oZHHLz1Xh8mJLuXM1T4rPJOz6CE9W4DkBvUhgp7j1Eqoio3PFanx13T44cudJ3v9ekiyLJ0JYtKa/579Ho7Q0dZvqURpmPr3gUsgyD6wryKKan2mY0ZjR/xeEo3j9dfa/wYPpPWDuBzYJuwEwX2cW6xeqSivL/LuujY1APEHIMm+UZSonnmVWeJOGmfQs85l+ueQS4G+bPl5IVOW/MQFAC1nmE2RF63xm/6jgpJPYHpvuqIvVFWwP7qQdNiQH60VwOg0zU7pcPuC1Z1k8xp+yTFATaGhoYuccoNIzsmZMlhlpmPkJIjJNIipKqjDv7h08/f033wTWrDEb/HuNRzxaSONRWSZv7cqyDM9JQYH74/OQhllaYCkK5JFvZDrYkWVlsZ/z2oZ8Ip/KMuvxVVnBgydehn0GfoNJFx/t6W9rP0jMp72PpUaNMr8XBOCVby3BsEdpmIoCbKxp68mxrchLGiYHRvB1UaPsZ0lBHbxYu+YxDbM+0Sblc1bKMh7OdfhwIJbQFkO8Isv0NEzOqmHKYBA0WKHwoSwrLrYfzxSFXIt8t4hv8HVnNiPIScbai9QmuqP+OXEv8+NnCxXedwayTA8oW7eyrLGBJst89q2hlGW26RNujy/zQwz6SpYhv0FwvrN+rFi6NH+KrIULtQqKgwd7c3xelGWrNnfR3yseSCoMssx/ZVkmgpUFWWYY/PvXJ/21ejvzBg6UZYKax7y2TPCAOOzXaZFxeI8nc7WNZnnViy/KaFO62dPfNCE5Q8oHWXbEEcDHlM2cIABPfvE/c3M8SsNUFO/iNCvyk4aZzK7wcWHm38199df10WJPyDJu0jATxlj352/VKYuM7NMw/TvX3Xen0jA9uHcB5H1ROFskUML8mEQtq+RhftwUVFVMseZQFS0O79YNnmQNBRUtZJlPIMG2F6bZqgqsq+oAAKhM9G1iby+RenuxZqsbG6mgx8fVFwBQFG+VZY31yapziuSrWkVrg3b/xmMJ/PijBz9AB8kcK8uGtvfAmIOGvrLePMgyuly614FT//6ausGrR4mHoF6SgNOefVF/P29ulP01TpI1igcpC86RJ2WZj4Hul/MtkhwlT1VqkyATQ+P+5ghKlPkh/+/sM6h33j7Lvy4fZnovCooeV+QDJA0zH6peQQAOOsj8PkXp4KGyzC+ybP06rb9cuxb47js2v8GDAikak3DDpFsBaGTrl1+CedYBN2mYlLKsuKAeDzxg/nxrMvgHAEHy1rOMV59aT8gyhfSx/pNlgPleBrT77sorNR/qK6/0qVEcooUs8wmELAtLyRK1DONORTFIuHiePTZMyAPJcemlNFnWPJRlPKxIkGqYkz/UznXktj/iwKHs/PGUgJBl5w8+1Nsf1ycL+TX49wsmsixPaZheqQN5SMMsKAC++HO0/v6Rh6J4/nm2v0H8cnio7pSOYN1rwDeMlGU8pFBYc2vr7XfzCKSPkOhCNj7mbJgKDcjsFW7tSjea3nt5qi9+c5rpvSTKeVF56chjGqYdUsgyD5Vl+arubO3+n3hMi/m7dQP23BP4+msGv5FUIAk+WpFsuy2wdH1vANq8Zs0a4IwzmviSQ9DxgZ8EUpeuxrwqLMVx1VXAO+8Yn29NBv+AYRvkhSpSA5+eZQnYGCm6BTH454R+oat/AloaZiK/YvVAgI+r1QxByAaShslykqqqxnHjCf/Isnx4lk2eTJFTPpref/ihEWCevOer+vZXXgGuuILNeUcbSCU2/9OdiLKspjoBQMWPt+yKT644GN3bMvLIo9NpfC5m4K8VHgkimouyTMX7lxwBwBt/LTt4RpZxkEIRiWhS+2nz9gegBfZ0UM8EeSZ0MyEdwfrNDfugPdzLOBTZ/zTMFMSrm96HIez6iBUll+e1DTRMBIsHZFk+YSWcE0rIN7Js1qz8/SxBqrIs+GmY1vElHIrj9NMNhea0ae6OTxvBCz4uzNxzT+qC8Ztvsv0Nk7LMx/HmqKON/p9UsP3oI+NzFnEULwb/AJBQk55lSbJs0SLg1FPZVJgGYEyQ8rRAmg733GN+r6geFK7hKA3TDqra4ldmhxayzCfoaZhekWXJVbNhw30ky2w6Ay8eQn2F0EcF0qGHmldjt+2oVSM95RTggQeAL790/xuxqHaeKgcTNdLRS6KMkoI6fXtFcSWT46scKcv8KrIqy4Ci5FeG7zdZFkElBnTRIrA2xRub2JsNPFeW+RjUEzUVPYlhf775JXQzIdPKdN+qi93/gMJhoBvLb/UqRQEKwmZSakt477y2IS0CTpZZceLur+VNYQsY5s6iKGKXXfL2szpSChx4mIbphV+wHaw8R0hM4EUjM961isOkQPJxZa9NG2D/Md5mV/CSmth1kGF0SrKDaDA3+OdEWSbHtXMdPx54+WVgb0bdPknD9FtZdrSlhooXFSt1dTpPMQQFRVFbyDIb+B/dNlNYPct+ZlhMig4EBg32j1hpapWL1QNppGH6SyLRZNlJe7yKGJXeX1nJ4gf48QYiyrKQlECH8vX69vpYcbqvOINupC347tfgR/wpy8B22wFzfmleaZgCZVYu58mrx4tF2zalm1AQjnn3A1kiklwYJaXuQ2KCeXNUjpRlmUIahcH4QDzLuAp0EzV5/TlZBn6+bYR5o+C/2hkA3n176yLLurRegzGDXUqPsoSiABMnas9yPOHPs5w3ZZmsmtOIPYQgAFe8fp/+PmxJe3Jbc8WsLPPb28pbskxVOUlN7Lgv5m4+EoBBltHjKivPMh5STgEjm+XZp2OYMgVYskTbvm4dq1/ggyyzxkZffelBe3RfSD7plzcmlbWQZTbg82o1AyiWapjnn8/u2HQapp8EkiAAM/40mxF7oiwj5+pzuh6NG4+4Db/9ZrwPsWiayk8KEPHskUQZpYW1+nZWxQ30ijEc+CD5QZYtXw4sXkyrk5qHskylJkd2Za29gBfX99kzzqbe8UOWeaIsUzlSlmVQ4ahgQOhwUA0zBXk2+FcUYHD3P03b9tjT/34aAO66gw1Z1tgITJoEbNlinsDtvDMwbFiGL7rE1VcDt7x/o2mbTrp7jA0bgLJCjXhtXVKZl9+kYWfw75WyTM3jQCeKwANTrsDj07Qg36xEUl2TZbQCyc80TMBYRPCKLKuvUyGK/nuBAsDsjWcCMNIw6eawUpYZhK7PBb2SZFlYiuPwwz34Ab0aps9kr+XPrKgC8yIVhmcZH2NmCpRYC1lmA/+j22YKJdn5EGUZy7FbkRWjk/U5he3ad+70/Dd4SMNsCkxS+ZJkGQ+drEwpI+ngj1WQpMo8GGlryEQubIpu48lvksGKBMFqnlYWd901ddvKzV3z8tsATEoCYwXZW6RcXwaRwshtZ1Pv/CfLaI9M1mQZMfj3O9BtCioDRa7CQQqFKAL3fDzR2KDm143XLlYJR3hQFQKFETZk2cSJWkrO/vub+6Eff/Q2Lf+ss4Cb37sF/3vxCe9+JAPuPW5i0zt5hOHD86csUy3PzJJ1vT35HcCYgMdlc8x/0h6vYPOzbbBN8UxXx6fVVn4a/AOGss0rsuyyy+ix2d9zVQWDQAI8IMtk6lx9V5ZpgURYinvEUfLhWWZ9fARBxWWXsf0N3tMwC0LRFrLMBnxHt1sxiLKMSLLdri6ZQAcYPqqt7FcKtSDh7/v7oZWwkMnv8KCiS4cTdn8Nv9w+HGXCcvcH4ygNM54wVhDJyhrATllGJoAyB+eaKf7cqI705DetZFm+CJfXXgMuvxx44w3g8Ifex5PTz8PTMyyyV49W+wFAUA3iNRzKDwmQSpa574wVOoXUxxVwcm60sow9+Fj9bgoKE2VZMtD1cWEmEgGufusefLtwDwCAnMi/soxXlBexKXbw2mva/3PmmLd7/SiT55UeUxtjDMq4ZolRg77K228RzJsHXHkl8MQT+auGqVqOayi42cNKlpGY/5XzTkHrkkpcNGhUuq9mhYYGPgz+NWjXb+c+P2Ofgca9dNVVwI03pvtO9li4kCaQfFbRWcgy02cMbidV5YcsSyjGuRp/dhWiwOj55MSzTBCAuydfpb8/btc38corjH9EV9FxSpaFW8gyO7SQZT6BrHJ7oSwzTfZ8TsO0VnKqq9OChH6dF2OvgrMY/IqKkMSHZ5k1BUhRgNf+dxKG9/oVAxvcm0sbqYn+E0hbqow0YhNZxsgHRF994URZduO7t9h/Bm8mqqqeaZBfz4pOnYD77weGDAE+/OVwnP/Sk2iMF5l3UrwjsQQ1PylHpt+0xmcMlDrmfs/vCYwxCQ2JCeZkh8pRGmamSa/KYHxQOUjDvP127X8y+a6vza+yrJFjW7DPJo5nchyaQH/3pyOZHDMbdOyo/f/jP4a7fmEkmpffdms0nyu23x64916gbdtUssyz8cDDMSwd4gl7ckVySTj83//xoyyjFxG+uk4jATds0K7vbbcBNS7tFU3xpc8EEknr799lEYTkoubDJ12MObcPgxJ3n7tnThX2N4ZYs04710goBkEAiouB9y6ZgCUP9QES9Qx+wf9iSIDW79OxW1lRLdqVMS40padh+h8v2aEgFPVtLOAZfF6tZgCiDhrQZSHevXgC+rWfy/Dg1J3OGVn29dfG6xDq4BYmJRNnaZhxKiaSGJwrMT/nQVlGV9fzRlnGl2fZbR/ciF1v+iH1M4/JHb/KpBdTdRpkKzHgYdoXrSzLF7xQlpmJc38DwHXrKIN/DyrACVwZ/KcHizRMlQO/kcsuAz79FEgki6yoeZz4KwrQv3/efs430AR6dUM5AOChzy7x/HeLioAVK4C3v8h/KUq/J0h28aIoe1O8IkVZloeUf/K8XnTAYzhml7eYHbeujo8Kkdrvp/aLNOcTdcn7muNLv4nBiP765D1fgaIAF499FMN6/YaCdZNcH19R+CEGdVVkkujdf3/giBEfoGf7f4F1X7r/AU6UZUCq6KEwzNi0jIMYIhMKwlF88YXfreAPLWSZTyAr0wfsMA0Tdn4fH54zlN3B6cmszwRSJpNuAe6JFdPkz2eDf2snS5NlgsjgOuieZf6TZWTy3aF8PV485zR9OzPPMo5STgmZUhctSflM8EhZZvy2P0FwAZX5Q661Do/IMlUFpnySf7IsRVnGgHwwTfp8Thfp0MFMbk+dCnzzDctfCIayjEUappIgKmb/xlVBAMaPNyYwP89O4Jdf8vPba9embjv4/sn5+XEbvPiiN8elCXQypqX0gx6he3dgG2+sMDOCB7LMGi9KSpUnv2Uly4pLvCfL6HN768Lj0BArZHLcsjKDRBJFn8kGm36RLm4Vdzm8m/p3v9MwRWM82W/QDLNiW3a/iKoo/KRhxhJJz7KQloYpCcaFVEX397GRcuo/WWYl7OvrgeuvB557jlEfyRFZdqeNpXhBKD9K5qDB/+i2ucJDxZdqSsP0N6gn0nP7HdyTZSZyhjPPMlPHymCwEzgiyxpiWmreATtMQ7c2q/Ttr5x7Mpsf4ExZBgC1jaUpnwnwrkT68F6/4PS9XyCt8OR30qGszHidQlh6VH3vww+BeDT/aZgpYG4q7X8ASFQNZHFhn31YViYOhsE/C+Jdlfnxx5ST1/StN+MYMSI/v7lqFbBT759N2zbXtcnPj9vg1FO9OS49DycxRr6q8/qF5kSWWRdESorzoCyzkK12i2+5oEMHg0TyOw2zqfmGW7KMJ2UZqMUXK8HAQu3LUxomrSwTBKAkYjyXslCU7msOkFxwU31WC6qpoodIKIY77gDOPlvzVXT/I5yoQAEcf3zqNjpTqAUG/L9azRSeKmY4MoZsjKdfddjalGXWhS7TKjxTssz/oL02mkocAcD23eczOT5PFWNI9TP74Naj0vYq8MvtI7Bzn+TENM+rqCUlwKRJwJtvAlLYQnh7lPb188+G+bGvYK6c44AsS07Ubj/qBuze7zsADMkyjtIwM6VTqSyUZclKPEyUwi5ByDK9GnQecP/9wM+37Wzali/FVTp8ucCdQbod7JRlLWSZt7Ajy0TVG4M81aMqm5lgPTdTERgXaN3aIJEifleltSHL6HGGrbLM37mNQqVhRkIx03lalYu5gCeDfyJ66N1hKerqACVaqX8mJ1hUMyALbv7HEFZlGe0xONNd4VoNHCnL7Lh1L6w6tga0kGU+wVN1EF2tzkepsiAA0UT6Sk4syLKyQsrTgjPPsgcfpAcR923TDf45UJbZqaxYQvdn46CYQcY0TI8qQ6YSGfnvqo88Ejj2WCCRsKZhelfUwK6yVN7B2rPM9wpl5onadzftCYBhURmODP5p7HLTLNN7Fv2mLPufhklgVQtu2uT9b77zjk07fCbLTn7qFXz39+4AgMq6VkyOST+y5O9L/t5bK9wSGW4hij4a/Oeh/FvKuTGqwKmq9LH89vHKTJbFXF7O/ffjR20FgVKWWSoIsiBjzcoyv6than3fvgO/RlGkHn/9bijLlASLZ5SfNEwrYUcv4DIJ5Tgjy378Z6Rp20FDP2VX5XQrAl/RbTPCkmUMytinAcl1V1R/Ox5BABoz+DKwIMtO3esl6oD+dj7WTnbMgPeMzxi0TURSWcZBClBFcaW3P8DRgEIGyPpYsc2n3pBlqY3wr6uOWyfDHinLuCHLWKRQ0H0BB3J7u4k+u6qYJK3A/0CXxuZac3qgyoB419MwfVYxA6nKsnbtgC1bfGiHz6nyG2va44zn/g8AO2UCfSt3KF8PANhnX//HIi/Bg7Ls+hvyRJZZyIwovE8l9oosUxQqPdHnsSZVfalizRrjnVtCdsgQfkzvac+ysBQ3j6cslGUKH6IHwJxm2rZ0E1oVMybLODH4t0vDZB2TEusWHuY2ogh8tWDflO079PjDh9bwDf+j+GaKqhrvyDJd0upz/rcgZE7DZEE0mBROHExKaRy526f6aybXgiPPss9+H+fp8YmMnQcVHYHdNWRB+GYFH4OlfHmWAcCJu7+mv35k6kWe/U5GbIWeZXYpZB98wOrofKgaAPMENCXtiYVnmcJTGmbSR4Za+f7tN+9+T1WBHXr8nrLdb2UZYKQJsZrY0N3tUSPfBQDsNngJk2PzCr/JMgAoK88PWUanyf20ZARmNLzpye/QsJJjrCqHKwrt3evvWCPL5jHgo8sONaWuua2GyZPFDEQjDdOaCs9CWWYy+OdEWQYA+w+ebiLL1IT7Ppdng3/WZJnKkWeZKNr7iheEo+jW5j9UFPuw+sYp/L9azRReBphkRcJvlh5ITcO8+9ir9NcsiIY11T0AAHFrqpgvSP/3ZqEs48ngXw61T/8hg5QGAfz4s2U8nTylYfr5dxCsKhqPqmECwCl7vaK/tgYteQPrNEwO+uH6aKoq8thjGUxeAMpvhK9wIpUs28o8y9RUz7KQh0NDbS3w+11DUrZzQZbJbMkyOy+XcEUvJsd2BQ/TBRMJoKq+HABww6RbPfudTLA+V94py5KpyzVtMPLGn7BF2c6b36Fg9QJimYZZGE56u0lsKmzminjCfP0OGf4xiqRK/b3bNEzzArvPKiQqDXOfgd+gfelq40PWBv8+K8s++e0g/fULZ59hUpopDCp/GhW1/T3PsrJUZdnArgv01ywug8BR1owoAjWNZSnbf7xlV/z3WA9sec6/4j28ga/othnBS/8LwtLzoCyztuGqg+81PmdAlo3aRzvGP1W7uj6WW6T0oyYTAwYG/xwRSNOmZfiQBYHEkcF/pnQ1r5RlKXMiP6vaWskyj5Rl1nM+7LD89V9/r+5HNYRBoMuZZ9myDfYTffeTF/oZ8P886QnojkMips9YLDKQKmcpz4QPkC2eZQCw997AjBne/N6KFfbbefDy0skyRgVC6Ed24er+2otO+zE5tit4tDgDaCly5Pl5c9Zxnv1ORljGuViDV55l5qIN7FLS08NUuR0Wv10XUBSgKNKQ/BEWlQlzR0JOjVN2K75afy27XYdS+UnDpD3LAOCZEw4z3jBIw1RkfjzLFq3pb3pP38sKA2UZOFGWlZcD81cOMm178ZzTGf8K+dv5P7cRBOCpL87D7H92NsfALUhBC1nmE6zsNVvwoSw7+GDt/xe+Ps32cwHuBxQhKWUvKubxVjYGOxaqC11ZxoFnWY8e6T+TWeRzcGTw364dUFAAFNou2uYrDdPHgVW0KHI8UpZZybKy8vw901e8cb/RDgaBrhn+k0hV9fbG5yzIsoYGPg3+jzvRfN8y6UvIvcGpsgwARo/25vfSFRA4aoL/PoOELBMFlclElVaW6X9fDsbdzZu9G28SCUOZR/6eeYeFAKmt9lZZRojePPj7pzynIYnNOKMolLIs5C9ZZlWWAUAbaZ7+2m1oaBR+EuD7uGqJi3bs9rP+mkUapixzlHJqAb1Aw9Lgn4cY4qM5h+L8lx43bZuws5aKz8bgPzk/56BIkCwDddFS7HLTbNz18TV+N4dr+H9nNlPs3Ocn0/uqhnJmx1YVPpRlHTsC55wDPDXjPNvPWahyjGPwdyvTpZ9ZKKR0cpGDoD1Tus/VVzMIAolUmYMBJRTSjLM3b079TGDkO2JFavDuo7JMyo/Bf0Qwr7QLeVRkffLbwVhb2REA8PZbjA3+/Q7qkT6llQVZNucX7Rmoq/P/PEVKWaZaVv6ZLB4l+yWBg36JKMvCoTgOHjYZky4+0lOPkXSqkDvvTl/xOl8wkTsMqvXSXY+uVuNATbj9IO+qlCUSBqHjV2qtKHprrq1Dzb+yzJqGyQqqonKjLGuI21QMh9EnuyXLQoJ2ngmlyHfFdqZUfEFucH18WeYnDdMKWlmmskjDJIpBn4vSAVof9OT0803b3r34KJw3+kkmxxd0ItX/OSu9KFRSlKeF/4DC/6vVTPHqdyeZ3tsZMOcMlQ9lGQCUlKQ/NzYpbHz65QDm81OYkGX8eJZJGU7n6acYKAY5yusHgKIi7Z8VXqVh/mEpRuOnmjDFv4fBZNQO5P42NuT3mSb91Ksvu79/iyP1xhufJzBAKll20h6vYGDX+WzSMJME1foNPPTB9Gq8VRHJoF8i9ygHxEkiafB/zSF3Y/Llh+LInd/DzRNuZv47f/wBHHoocO659p8LZb2Z/6ZTmEyKGaSJ86osq6z0UFkWVxEOaefql7LMuggXCXlr8E/6fD+UZcygxCGJyfvC57GmLpa66C8IQMdWa3Hyni9DTTS6On5I0MbVmGpXmTy/yBQDi3JV+g+zBEnDVDggkCZNMr+/5pC79NeqzCIe5MOzDNBSMe3w5Gnn23/gGET04P/cpn174LLLgKuvBoqK89AJBhg8RLfNEnP/HWJ6Hw6xC4IUTpRlANDQkF7VwIRoUPlRllk7ejrNVEHEurtj6GQZB0F7pkCBSVDIUTGDTPCKLDvxROsP+Tewpqzue6QsUy3HFexctj0ESckpK3N/fnS1KB5S9qx98CvnnYL5924PdYv7EuGkqptvBRnSwNpPslEy8xPoVtem9o2dK9Yw/50ddwQmTwYWLWJ+aGYwkTsMyDJayKErgqzp6B7jsc8vSNlm9b1iCTlhHNsvZVnY8if2iiwj6XzkPIOsLINCEVCivypPO7JsizAM31y/N14+91T0qbvB1fHDtLLMZ4gicMazz9t/lnCv8FVkfuZxe+1lft+30z/6aybKMvDhWQYAp9m7BjGDwFHWDAA88ABw112AxKjgyNYK/5/CZopo3DyoSRLLG5UfZdm6dYxVcykIiLJMcB/EiETVwEEnKwjAFa/fZ/sZm4CeL2VZOnhBlikKXwb/YckcDKkeGfwr1jwvn5RlpcXu7t/LLqMMlzmBotj/LWe++YnrY4tJVYO3PpzZwZStYl1UYGGOTtIwOSBA7QiNNqWbUVZUnbc21MfZ2Ue4gSnG2EqUZQ9+dlnKNtGjtH8AkOPG380vZVm+yDISX+RLWfbHH14SndQ94bPi1c6zrEbpif5dNKa9c+I9V8cnyrI4B8oyUQTqoqlppwAgyPW2252AKMt4mMdlWhxnoixT+VGW3XVX+s9YZMP++SeJl/ias4piC1mWCXxdrWYFqwqJ4Y3KSTVMALj++kxkmftz1skKDgwwrR29JBiBHgtlmW6szoGyrLgYeO17q/xJA5OgkLM0TII5y4YBAFZt7gLAG7Js/nwgZFFz+bkKZVWWKSwKONigQzvzfRMvHpRmT2/Qu8MyAMB+/T9wdZyHHkpNs/cb6VRf/y51T+qRsYs3ZVnqmOD+WRUFfvpguyqUo7efgbVPdMpbG+7/7Yu8/VY63HwzAAiIkVTMrcSzzG4i3ivZRzH/rTrgu++Mfv2WW/y5vyOWMKkgHEMsyn4Sl4iZDf69VpYNHuxdGqa5II2/fbAsA49+fqF5I1UQyO2cRPcsU22rLeUVoghsqGlv+1kizsD3NEn6y4pPxTYoZBT5K1uXsqwgg65BYKC+IvOjDRv5mtvoqdwtsAVn0W1zBruAQFX4WZEYOhS45hoPbzOVH2WZ9a8dFo2JKBuyjFRi83+iJgjAfQ/Yjyos0g1EjlJOaYy9ZyrOePZ5nPPCMwC8U5adPepZ07Yw3Htg5IqaWGvTeyalwm0gCkbQf+mrD6Kh/TGe/E5TOG7He10fo7K+AgBwz8cTXR+LBdIRWXoVNRfgS1lGj6OW9jBQlulpmBwoy0w+XRSKC7xRNVoJfAD4t3q4J7/lBDfdpHnq6H8PBsqy4kgdPps4FmePesY3ZZkdWXbrhBs9+a3Ro4GXXzT+bpddwYeyDAAuuYQ9yVRX64NnmWcG/7QRvP9k2cLVA8wbKXsFt3MS0v/Kqv8EkiQB66o62n4WbXDfBxFbCpmDivCZlGUKU2WZ//O4TDii3+2uj0HIMm8zrpzji78Ptf8gH51jAMD3ndmMwHbSzQ+BBACRgjwoy3g4V0scsGWjMWlR4X5wJz4bAgdkGZA+tZSlsszPKpB22FjTHi98cwaq6lsB8K4aZr9OZoMgP2mIuav3wZ0fGWWlFdkj75XkNa9tLMHDUy/Nu2cZS/CmtopE7NvBon28nStBasoEA7KMpzRMG2WZDsYB7n6DvkDDi3YVTvi45oWFVOqgC7KssRG46CJgry7PYuyOn+OZM86lPMvyO+7WR1NTzVgoG+zw448WMscnJbMdWfbyi+xTMRvq818Nc311B28OrFJG8D5XTUwkUseBvxbQyjK3ZBk/8b4oAn+v6W/7GROriiQJxQMxmDEUY+JZRq6r/wtumXD0APeLFSSVXlb9jyFobK7vZOuTyVLIE2T43+M0U5x0knl0plUVbqFyZPAPeDyx4EhZZgVdEY/F3IUY/PNCliWUNMoyJgb/JA2Tj3O1Qg8IWfggWaCqqYSjaK0UmUcIgoDr3rkTXy/YGwCQiHujLCPpGmQCk2+u7Lp3tFXD39fu6/pYJCDiQW0FAEOG2v8xWXgTEWVZOl+0fIK2M7DOGwUG1TBJGqbAgeI1owk7g3OlMenioxCSUo/p89xchySxIcsefljEY4+ZvbIiJA0z79dcQN/LFmHw1UYRjoOHfeLZQj9Jt08oId8urB1ZFpHYk2XRBrPBfz7EEw9OSfWg0+GiASQNk4d4P5FIHQeWL6OVZe6gchTvjxgBJNKMnwKDVHCyKKlwrixjkobJkWeZ1yCxPQ/xEg1RBGqjpakfeDDHCSL4ulrNCI8/bg48JYHhZFjlJw0TAIS0q88sIhR+Vpo21bQzvS8IR6l3LFQNZIWbjxUJRZVwwUuPpWxnoSwz0jD5OFcryEBXU63guuvYH9+asiEKXhkdNw0yb2qIa8qSqy6vR4MXmV6qebU/3/O15Rt6AgAUBgQtUYDworZKN5E6bPiHro/NFzGYniwrUNe5PjpPaZgZlWWMi3C0LqlkejzWEEWKLHMxUV2yRLtpahrLbH4k/wqPf9b1xZKNg03b5I2/efJbZMzxc3Ju9SwDvDH5N9L58qcsq4uW4vYP0wQLLiakJA2Th7FGllPnHfTiqdsFC4EjBdL22wNvvJHmQwZk2csvacdojPGhLPt24R62n7FQ0b33vjZuNzT4f129Bq9pmKKYzju9RVkG8MAwNFMUWTIaJFHG19NZVbHiLP/bw4kFTwb/H889HM9+eZb+3qSwYuKXw5eyTFGAJ6Z7Vd4+eQxeybJkYCqKCu68k/3xU5VlHqm5sgAhHWoatAmkINfg0Uc9+CHV3yCCTLat1T9zAV8EEqCkGQu27z4fiNe6OjZPaZg0QWYly4rxr/vjJ/slMeNSe36QWVnGbvHt+N1eT/sZL8oyE1nmYvImyyreOP843DLhptQPfVIT9uhhfq82bvbkdwxlmX+TcztlmV5ggSFILKUihG7dgHPOYf4Ttnjl25PTfJJ7fEj6JIWDtC5ZNmdUANaFP5cTb46UZQCw557221koy2qqtGM0NPof70sScOiDH9l+JjBQlpEYYssWPgaUV15J/9mCBbkfl84a4ZIss0vzb1GWAWghy3zFN4X34cfqy9EQ0yq7XHTGcsya5f64uuEnJxO1dBMLNhVAORo8BQnn/J9hzL5obT/jMwY6f97Iss6d7bczNfjnNA2zVaskWeaBZ5mqpkq0/STLBieFDURtUVZYg6uv9uCHFD7IspDIopoeSYXnow/OmKLjMtjl1eDfSuSEUA+30KthctAHxxIZisYwJMsePumStJ/xQpZJEhuD/64l83Dcbm+hffnG1A85uOYAoAgMigXZgCzu+a0su/qtu7B47bb6trKiaIZv5AZCMPXqLWHFCqB16ya+wAhp+0gXiiujoJf/MXAiAZQV1Zi2sa0CypcQIJ1VhMCg/yVxNAurBLcQRWBLXRvbz1goy/R4iQPFIACcdBJw7dt32H42yEWRdkWhPMs4TMO0RQtZBqCFLPMVlVJfvLPoHvy3qTsAoLyoGt9+y+LIfA0o6Yy6WVBlPCnLCCf4wtenAQCicdrTy32HQwgTQfJ/8ASAgw+23z5km7nuD67yqSybPh24/HLgiAnekWUAsGpLV9N7UXVftTBX3HUXcPHFQHVDOYDUYJgdtGtO0svyPREnQWl1ZRyNLv/cJPgbO87/fklDhj+my8CeJ2VZJsgx97nDZJLNg8F/RlKZYRrmhpr2zI7lFUpLgZicJJFckL8hIcOD76NPHZ0CpXhk+E0UXAqDYkS5orwcuOfjq9Hv8sXYUK3ZWpSXss/5J8+xCimv40zaPpJBGiYPnmWyrC2m0aDTaN2uGfNk8A+k9/JisbipKz0zKYjzBDKF2+u2b1I/ZKAsa9NauzF69uSDLAOA+atcsGJpwLOyTBDSFZBpIcsAXnqcZgxJAupjWtWjkoI6sPDONlaa+Oh4hDSEBxNlGUey7FByTCMKHJNnGQN2XhT4IssEAdh999Ttr/3vJPcHJ6a1nJFlo0cD998PhMJGGiZrCEJqGmZEWcv8d7JFq1bAww8baZjWYJgVBIvBf75BlDqRUAyPP577cSbs/C7O3/9JAECHjnz0wRnhklg5fZ8XAAB9O7rIT/AA1kmwHHU/6RZJGiYHZFlGKOzUHKTyrx14KVhbUUEp7VxM3hQlQ0ySZ7KsVfLPfuCBQFHEuHcVjwy2iALITzV3RYXxmqj7XjrrWOa/k4gTT9T8nqsXZBk4SsM8+eTU+IC+d7e2NMx0ZJnAgCwjzyMPyjIA2Hln4NuFe0E4wXINZffn2r69dszCQj6uK8BaEalBUYzYvm9//59XGuedl2ZO3qIsA9BClvkOSQLqoiUAgOKCesSYFBbhrBpmWn8XFqmJ/Kw0kdNsjGtpteYgwX2HE0qavAuSN2kYuSDtSmHC3cR0yZJktaqE/6tqdiBpkhLDKrYEdtUwY91OZ/47TkFI4PIizVuReQUxHz3LNm0C+vUnnmVxrHPhBf/uxUfprwVuFiwyfOhyZXhg178AAEN7/OLqOCxAn6YgAOPv/RR/rNDyiM39cW7Qq2FK/vdL9qvASTBMwzQrpM0oSP9RXlFRYbRTTri4nzNNDPKsXl+2DPjtN2CPPQyVCQAoCW9S8slv+Kksa2XDy27XeT7T31i0CFi8iIyvnExYt5I0zGOPNeIDguICKv3ddczAz7kC6RcLJAZkGRmveFFsFxfbb//+OxaTVpIhxEe8BGT2Xs419qVj+959OOl7kjjnnDQq8hayDAAPDEMzRyJhkGUlBXVMVmp5qhgDAGK6NExVM1J0MzEFh2mYhCwrKajTP1v6j/sOR0oqy0ROlGVAhkEjtsnVccmAsnY9XwMKAfEb8EJZBqSuarXe+XxPfscJaM8ywHuyLJ9xU5s2wK67G2QZM3DQLwFNqHgZpew1it2ZHMcNKhuNisSCAHz2+3jsf9d0AEBxQYPrm1YQ+EnDzHRN4zF293A0YWbEYokwJs0+Epe8+pAnlYBzQUmJoSybO8crsiy/8VTr1sCQIdprepxRGSg57KB7jfqYbhoKASec4M4XqCk8+CClovPxXM1wkYap8lMNUxCAafPGmLaZDf9d9r8cLY4DGdIwGVQvP2Of/wMADNnmd9fHYoGnn7bfHmFQEIkIPIJClsk5ctu0skzgJDYkEATg5Zmn2HzSUg0T4KXHacZIJID6qEbZF0fqbasBOYU+eHJyedNNLBobVJxySvqKMlkdm6OVJjJwkhVuOkiYP1/BnDkuj0/IshA/ZNmIEWk+iFW6Oi4ZUGJx/yeldkjI3nmW0QMqAJz3wpMZ1Jn5w5CdkmRZ0rMs14AhLXyuhknSm92QZSkZUhwFf2nhgixTVWDK3HEAgPiAmxk1KHfMWbkv7vjwWhz/xOv6n57YHAAAZHdmdCJH1TBH7m6cF12FGQBeeJ6dssyaBlQfLcbRj07CI1MvQYcOzH7GFSIRgyy7/94oanMt8MrhKrqqmscZL8iyokg9Tt9bS6dWBX/ji9deA+bN8/Y3yPiq5llZlpbgdnHfCao/55IOr31/ouk9HQe7t17hJ94H0pNlIcF9UYqomqeqE1mif3+tL1prcQRhUa1WL4jADXmduVBZrrGvqlIiilBpbgfxEOurO+L6SbeZN3I4JvoBPnqcZgxaWfbsmeegc4H7VBZFJgMSH5c3HVlGKgMtXuzi2Bwry3bsYawIiYKCRYvcHZ94lkkRfsiyO+4AVmy0UZS4VKuQld9ojJ/Bk4acJMval2/EzRNuYnpsRQGuPOh+AMD7Px+Op2ecx/T4uSKuaPf16O1nQBITqcSQS5Bqr74Z2oqGZ1musAZRAi9kmUdpmKaVUi4UrwKun3QH3vzheP3+bIgVGR/L7lIxJZGfisTHXzUB0+btjxvfvQXv/Hi06bPvvzP3v2vWAGPHAh9/7Px3rAsCGatw+oRQyDD4j4RiqMnRVvGHH/hcRadTbr0gyx468VKcua+mZBHDRU3s7T0EwdtFE30xKs+eqGlTp92kYXKkLANS7V/oNEw3T9d99wHff8dXul5askx0r7baVKORZRs7XOX6WCxhPedxO06FmsnrMQuQuY3fRD0Nr5RlrYqrAABCpDy3g3gM4k2so4UsA8ALm9KMceyxqk6WAcCxHfZ3fUzDAJaPAUWU7G8zUvXOHfiRZVvJMlE0BpCQlECRixhUVY0KO2GOyLLSUmDv29lXyCEDVT/OTDAJ6LLPNx1xK9Nj0yTUTr3894EiiMvGJPn8/Z9gTpZZlWVt2zI+fhOQwu6VZSlkGScO6Bn9rVwQ24piENs8pCbSIJkdshJCnHgfuiTLiLKMB6VnaXkENTtNw20f3AjZYu4dFs3necklwOefA4cc4vx3SLVugpjMH1kmCOYCHbl6vzJNwWYI2hvTC7LsqJGT9NdiJI05UZ7xlfA5AGBLA3v5IlGN5DMN8847M3zIohomBzGwHTKRDk4wcaIxjvFyrumG95DoXllG4n0pzFd/G7J5ZNSqha6OSbJmwBFZligblvYzN8oyQpYhnL5wjp9IJd1byDKAB4ahmWPkSBXRhBGcFEmVro9JlGW8DCjpJlEsFCSCyi9ZRiMsxV2RZbGYEchLLHJ1GWL5hl745q+9TNtUOXeyjDbB7NbdfwWHHWKyxdma4eoLPRAXhhtx993MDu0KCcUI2vYbNIN5GiZJJ2ndVsL69fk3Dy8pTZJloXjOC9dWAlEU+ViwyIRVK1kpy/wnkGjQ/W1DXHuzbrVLskzgJw0TACZM0JTZu+9uHv/OGHGz6f2GDbn/hjV4zmT47ydIuyKhGBpyvMy8kmW0Z5kiu5+IW0Gn2qoiH2RZVNJI2ojkvjAHDXMBnfw9x1dfDey7jwdpmEkCX+WgGqYdWJFlAK1y9T/eBzIpyxKuY0Ip6XvGW7xvd85y3KVimyjLRH7O9Z+NO+DfjT1sP3OjLCNpmEKYvzRMwIYsa1GWAeClx2nmKGlV0vRODqAryziRKqclyxgoy+rrtXMt4KDkMBlE7NJUIqEYClM5tKzR2Gikh4UL+FppeuqpVF8bxSVZpvsFcKZWIWiIWwY6l4oVGjThokJgUvSDBRKKcY3jcpiZskyWgSefBP79V4tApJCE9jZFebxGafnWqyyz4rHPL8DC1f0BALO+3pjzcUxkGQepifSQR1fvIqmYs77P/TlNJIxUYZGDapgE226bqt7erecU03s7NUC2sHq3VDfwmT5CxqCIFEN9fRM7pwHxY+QJqmr2elIaNjP/DXrhUuGELCNVv0MiewLTD4N/QQB69/YgDZNzZZk5jdttuh5f5ypJwKTZR9p/6ILU1hTbhCzjK963I8tU2Z1HJlHR8aQsU1Vg4eoBtp/lGvua/Cc5ndsoSgtZZgc+epxmjqjMNjgh+eO8DCjp1BUslGU1NdqDXFLq/7mSCYndeUVCMURcjHmNjcYkPsTZStO55wK1jWbySImzUauInA4ojQkLWZbwiCxTBV44b8QpEjiWiDBTlr3wAnD++cDCv/w1Ki4pY+9ZxrOy7LflQwEA7QqX5XwMnp/Vnj2N16SITpf2dfY7Z4Fnn+VXRac0oSpxQ5bRKYAA8PcajWTNt/KzKZBxVxLlnJVl7ctzJ469gqqalWW/zXIhE0wDk7JM4oQsS/YnosBYwgz/PMsa5XREs5s0TKIs8z8GtsPQnnP1124N/nlTlgkCcOZzz2P5hm1SP1RyJ8uiUX4zSeyGPiXhjizT0zA5UpapKlBVb58qyaIapsjhQuoOO6Qqyxb8xaePZ77B39VqhojKjJVlMl+eZVLIvh0sDFxD0KLikBsmihHIIGKnmIuEYrqHTi5obDSqzvBhpG3Gpa89ZHovx92pc4yKMXwE7lZEE5aZopyjlMGCjRuBvfc23nNFlilmsmzGDDbH/SVpy6av9sMf1Q4JSiOhOHJdAeeVLBNtPMtIlciI5HIFPKk84o1A6tULePtt7fW66o4AgGJxTc7H+/lnI9CVODtX60RZUc33Xa7NNaesaRgwMIKHHwYWLMjtmF6BjLvhUDxnZVmbkk0MW8QO9DWo3VLF/PjmNEy28WiuEIStjyyrTXTEVW/a+Cq4UG/Eokm1VZ7PJRe4nXYT0pgXIQAAVDe0wmnPvpj6gQtlWTRqLNrxMLehYUuWKS7JMpE/sgxI7/XqhiwjhC9vHq8AMHVqKlm2djn7xZkggp8epxkjmmCdhslXNcx0BDqLNMyygi0AAKHA/zLLtyUr7topy44Y8QHCsdwVHLRnGW8DCqD5ltGQE7mrc1asAEoLarU34bLMO/sERbGQIIzSMG++mclhPEFCNqdhHnUU2+OTCYxfyjKahN64IbdoKChpmBtq2uv9VCiUXaD7zz+p58dzGiYAHJ0sErlqc1cAQDi+2tWxCTHIUxomkBrg/rlmpOl9rsoyO7Jsh/I3cPHFQO/euR3TK5D7+a5jrkVjfW6Tt8Jwo+l9Y6wAd0++Coc88JHr9uUKU+oOgF7buK+0ZwWPyjKIRCmowNVKow301OI8pmESPDH9/NSNLsiyaGNy8s1BRfgm4fIy6s8BZ+eqUosT0XiS3HKhLKMzSXhMw7x78lVG0Ry4V5aJSXsDwYfnMR1U1VjAtcKNwb9BlvF1DwNA585A//7mdm0Xvdqn1vAF/q5WM0RMYRuc8OZZlpYsc5mGqapAeZFGlomF/pNlhxwCPPdcehKwz+YLcj62LFNkGUd5/enwy+zcAvoVK4B+/QzvGF5NMGUZuPqtu4wNCTbKsi1bzO9VTtShgPm+tqbdsoDvZBlFQr//Ti1qcrAvSiXL+Lh+9Arpuz9NwDMzzjE8nkJNq0BffRXo2xc40mLPIstUWgFnaisapOiKoLqs0ivwmoZpHmSLI+abN9dMHpoMJfBC6cMCdP/Uqf75nI5h9Sv8fN4BuObtu/HxrzmUEWWEkhLz81tU4AFZluDP4N+kvHDh6WWH6w69QztsntVYggDURW3GThfnF40mv8vh5NsKdmmYfIyrBMs39NRf61kHLirC08oygbPFcUEArnn7bpScXoe5/+4IwL1nGVGW8WTwD6T6dQLAT7eOgBxvtNm7aSiKoY7kldyev8DcrhJ1iU8t4Qt8Xq1mBtZpmKrCV15/2ooxNh2REyQSQFmhNimQCvkwHT7ttPTppaKSu3mwovCtLLPi52/X5fS9r77S/ifKMp7Jsns+vhrrqrSy9o11bMiy335L3cYJ542waJzj+CFTMuzpDOT8fCfLJGMF94ETLseyHISgqWmYfPTB6+t66q+PeuRdrK/uqC9WlBQ1TZbde6/2/4cfmrdrRsTJVWEO0woA4NNPqYUZF+kitMpKCvF5rgQVxdWm97lye3SaLe+gF9/KEr/ndAwrWbZjj9yOwxIHHAA89Nml+nu3hK8daKKRF2WZV2RZ28JlKAgn/4a8pC4ySMPkdfJthkuyjMM0TAD4d2NPjLt3Cna+YbZelfe/f92lYRaEk9+XODOHTCIuR/Q+V3Wbhpn0LOOJGDQVGqMwos8vKFz/bs7HNFLA+bqHCawLbyLYjzdBBJ9Xq5mBubJM5kuqnG6+WBR2l7oWjRppE1JBkatjsYIkAYccaq8sU5G7nFqWKeNxjgYUgt13N7/v3nppTschxElhRLuuQojPQIHw0euqNC+kV15kk4b511/m97WNpdyQZcsqh+mv+3VejJHb/sj0+H6TZWLIeK7O2OeFnDJ/UpRlnPgLbmzYBqPvnI6h1/4KQDO/11Ov1NwDXbOyjJ8UChrjxwOtWrsP6ungmbdztaq9ikJmsizXNEw7ZRmvoAkfIVGb0zGsk6Oe7f/V/u+Zc7NcQ5KAB6dcjg9+PgyAN2SZqZo1L2SZ5A1ZViQZz4bAy+DqwuBfiWuxhyLwEQN7BxXbdvxHe8nJ3IbG1N/H4eelO+vKslNPdkeWFUeSi5OcPI92IH2u4lJZFuLQs2z8+PRpmEJsi+32pkB7lnFD1FuwvrqD6b0X400QwV+P0wwRsyjL3NozCMnJj+KTUbYV6ciywnAjdu/3HTpX5OYjQ5Nl4YLCXJvHHOkMymWXZJmhLOPLwwAA3n/f/D6cpQ+SFVaVEQ8+SHYgpEhDTAtQly+uzrC3M9xw+K366zOff54bsiyhhPHk9PP091OuHM/USoZMVOMMquTmAlEyd1S5nJu1pDhNwPkJQQBmzB+Nuf9qFTBnzTICXUHJvRhHPO6fWbYTyKp2HV57NWGr3swWvKacWsmywlCN6QamyTInfiuBIsuofkPJ0VTGqiwDgMce054XvzH1j7EA2E1ezj0X2GMPTaFvSsOU+IilTGM/Q7KMLn7hNi2QGVycn5DQiiEpnBRm8AqXjnsIFx3wWPIdv1NXoiyrr3FJlhUkyTJOi1wBRp/rOg1T4K942XXXZVBVJ3KL903+kxwSvgDw9+r+pvcL1u3iU0v4Ap9Xq5lBCJsHuY1uq5er/laVsyLdZL9z67X47qY9sfqJrjkdNxajlGVhfhRIsppOWZb7QKAoRjVMnlZfCNq2Nb8P55i6o5NlAp+TUgIyFxu57U8AgOOH3Ov6mLW1wMCu83HrkTfp2xasHOj6uKxw/fXmFOM2pVuYkGVWgvTfFT4pyyyjoZX4yga8Ksus6NQJ6NzFvbIsHqfNsvl8VgFASfbJISmBE0/M7Rg8p2FayTJJVEwVeunixFb1aibYkWXpxje/QZvg56p0sCPLTjlFe178BlGsKIko5s4FqlwWxXzmGeD774Evv7So8jhZoPIqDbOBEoHzshCVaxrmhg3Aor80skyVgkCW5RYwqCrw4ImXU0fhc+q6555apXCASqPMAZs308oy/hSDQ4cCBQXsyDIelWUFBcD9n14BgCrakISQY0Evk7KM03u4IW6+3wpCbLJmgg4+r1Yzw7b9jZW8WCKM++5zeUAy+eGksogsAzteMxdXvXk3Bk38E98v2o3Jcc15/XyshgKAqtpPpBRmyjJ+BhQCK9FQVJRbcJuqLONrUkpAiJRYckVeEdyr/UaOBFqXmOXdsiKlEJF+YciQ1OIVuRBK6UCueTTGB1nGIg1TlPhTgRIoSfJeUBkpyziYZKeb/K5emyTLxARqc8vQM1XH4jkNU6/UGzc8MhMJ4OBhkzHt6v1RHM3eh8uOLFuhHOaqrV6hb6fF+utchGWqSi1IUeDEdlCfhK9YFsPQocBARusoqmpOw+TFN8grsuzTKZSyTOBFWZbbQNqhA1BSkCTLOFGWtWnD/pgpYzGnqpyXXjJI7YJQ7mTZAQcARZEkScGhsuznn4HKSiN7SVXcPZ/E4J+XvodgytwD0f3CFdjxGvOYqeS4ShwEz7LGmHkuXSDlGDBtZeDzajUznHmWERTEEhE8/HBux2lsBC6/HPhrAV/KskQC+GPFjrj3k6uwYNUgHP7QB0yOS6dh8kSWpUt/VVwoy775hu9qmNZJarcurNIw+STLyGTswpe1tIBwifsIccECw8CW4JhjQzjuONeHZgZrBdutiSyzihiZeJZxkoZpB6K2AiuyjGNlGSlzH5ISOZMfdKDLW79Ek2U1jWUAgKpNRqrIHnsAky8/FPsP/gKt19yR9XHtyLJuhzzosrXeoEP5ev11CM6L6SiKYOtRU8IHB6FPYloVa5Ky1bm5V6RAFM1pmDyQ3oDFsN6lgThBo6WIHT/KstzJhtJCbTJbH+ejGNI33yDDgnhuJENqnMHn1DUUMtIwdY/hHEFIUB49yyQJKCwEZMaeZTwq8Vdu7o5aSwXbzRtzC3y3bKFifE7jJauyjNfq1/kGnz1OM0NBq476a5PRqkPcfz/w4INAfW2SLONEWRa3zMU217ZBQnbfUfBKlqVLU3GjLLvySr6VZSnIMfizkmW8DigkeNtcq5FkEeRm+GnFcbu+aXr/9DNSzubcXsALZZn1mnfttjUpy/h9Vg1lWe6BbixGmeBy+qwCBsnrhizr2ZPffmlzQxf9dXWDVhn6o3dpI3Nj38IGZ8oyK4EULirLsZXegpAGAFAgOM9RjMdFW2UZL/hz5fYAgMHd58FtVUEaomhVlvHBIImSAFlJPqyMlGX338/kMOzhohpm29JNAICydnxI0LffHjjioffx1qxjUj7L1SMuVSnKcJXOJSZM0P4//nigVStKWeYiDRNQUVaYJPzD5e4a6CESSrLfUNwRgzyTZYBlMQHAhx/mdh/fcIPEvWcZIXsJpDRFDpob+LxazQ3hcryzZpL+NtfVrkWLtP8NDxk+ZtkJy7MmKyGsqezs+rjRKCV1FvnxLPPC4B/guxqmFSLYKMt4m5QSkOCtLqrJDrZsqMP8+e6Pe97op80bODt/L5VlZFI+YDufDP498CzjyeDfCqKAZZaGycl4YwdC8vbpsASSlHvKkz62cqK+IVhVsx1OfeZFjLn7c11Z1lhjr65SlewDfVuDfw6VDoCFLBOdk2WJhGjrWcYLlm/oCQAoijTqBEmuoBcCBMG8CCKCDyWBKFLjDSOybNEi8/3MSxrmXXc575NmzND+v/IgjQHs2J0PsgwA1ld3xC3v35SyvbFBzqlYhqIAm2tb6+87t69z0zymePll4IMPgOeeS5JlcfdpmIXhRqNIFsdk2eYarW1r/3NX4Mogy/gaVwlICjxBrv3GggUC92QZYA4WKzfzMR74DV6vVrPD2ugQANpA7tY0W18J5iSgpyeQJKXMyl7ngjVr+FSWpSPL3KRhAnxXw0zF1q0s06thJiXLRZEG/O9/HvwQZ+dPG/wDuZNlDQ3A1Kka4Q0Atx91nW7g61dRBy+UZeECPsgyOygqG4N/np7VdAtNZNJ92E4f4eaDLsrp2KqSMDwFQ3ykPNF4eeapmD5vjK4sa11qTGDoe1l1cGPTZNm1b9+BvpctAjj14Tvr+ef012HRuSkx72RZXI5gXVUHAEC3titdHYvut61pmLyk3YgiNd4wIss2bTIrJXlJw/zkE+fnd8ABlg2cGcFbYwVASyEmSiwnUBRDWQkAEcmNaostSkqAww4DipNrCCyUZeVFWt+tKAIQ4iQP3AaV9RUAgK8+zz2zQrM30J5J3jzLCGIyG7JMkmiyPhj0iyTKWL++6f22dgTjajUDEFP48qIaFEec+21ox9D+J6vfvKRhVlQYr19/HRg+HNi20xLXxz30UKAwwh9ZFlfs26KobiYZqrHSxOmAQiPX1K5UsoyPe9gKMtloiBlkGYvKkCnggICgoVKrTptq2uRkpA0Ap54KjBsHXHgh0KFoMa477E79s7C81mUrc4MXnmW8pGHaTQoJqS/CnbIsCNUwaeXM8Ts9kdMxCtU1KIo0ascq7c2qacxByLI2xRv0baZ72UHKlywbffH8VYPwz7q+TNroBb6cvx/2vu1rAIAgOGfx43G+yTIAWLm5GwCga+tVro5D91OSZO7XBY6UZazJsilTzN52finLXpp5ium9mMP9qsUgqu7HiO5HuG8YQyhq6vQyEornRMaaqwgCaufxrtrmJWhlmdWCJlu0L9f67rgc5liBBFTWVQAAyosqcz6GqhpCgKCkYebyvAJan2Yoy/iNl3pfsgTzV2oVZCRRRm9+w528gd+nsJlBpR6c9y46DD/8kMMxLGSZwAnRsOuuwHXXAa+8ok3aYu7S23VIYgISMUvkKA0zptirDmQXyjKy0gQgEGTZ3wsT+D17axwdgVOWEbIs3OB6ldp2gsfL0ncSqmq0p23Z5pyVZe+8o/3/3HOpKpCGdkfm2jxXsCrLciECU/4ehR1t9+MBsoNqmOluw1gMkMjkhxMlsx2s6cO5gCwAyCrfE5i1lZ0AAPN/+MP2Hs5WWVZbC5xyitEX2ylFeANJixdz8DSSZUGPnSa+eQ/e/vFonPDKT0zblyu+/BIYOxZYX60py9qVbXR1PFkG2pVtwAE7TIUAxTT5y4Vo9AI0WXbVxAQ2ucs81fHKeSfrr3P10HKL0599Ab0vWYIFq7YDkNvkW5KA4oJ6YxE10jrzF/KMdP1FeVEuxTeMfmhtZUeE+p/pqm1egsTq9x9/RUpBiWzx9OnnAgAKwowmSx6hPqbJ6UoL63M+hiwbVYh5WVy0wuolfsqeL+d0HEGgDf75jSGWbeiN/734JADtuaurA+bO9bdNfoPfq9XMoFADy37bf4ndd8/9WLylYQoCcPvtwEknae8bnGdI2EJPwQS4UpZF5TRkmYvF0cdPvcB4w2E1TCskUcbOO7v7PgCAs6pzBMceq/1PyLLigtyDBQLd0DVAEKrmuT4GUdUSiJI/ExiaLJu1eJcUr8VskPKMt9rOVZu8RdKzLAt/wXT8SmMj/8Q2wIboURTtPBWV3/MEgIL2AwAApQW1mDJF22a+ftk9X3ffDUyfbsQTQSDLiJolF8JHUQRd4SC12hbHPvY2dh43gmn7csW++wKffQZIYU2d7lYBl0gAf9y1A6ZeNQ6d6l8y+Xjx5FlGUtqmTmnEJZewOW67MoN1y/daFHkOVVXEsg29oSQLGFirYGcDUQR26P4HAGBDTTvuUsNTvA6TKC5wPgGglWVnPv88wgV8zG3ssP/gLwAAJYX1OWcb7NH/e4Yt8g6NcW3e1bVT7imnskwpyzjxeE2FuaNoX57bYoUkIQCeZRrIeE+e42HD/GyN/+D7ajUjKGAXiPbttFh7wQlZZkWuqy1WmMgyjpRlcdXsHTFptqaU+fQTOefV0ZP2eM14EwBlWUhM5KQgDIqy7Pjjge++A269w0jDdBt4V5RUum+Yx6CVZQAgbfnR9TFff9M8DOUqcXcLUQTOe0FbTdtQ3T4ncluWgcaY1hcdcPdUls1jDifKMjvEYloqfBDSMIsi5glaTgsXSbLMSu7yhmhcu64hKaGfZy5k2b//av8HSVmmk2U5KMtosuzGm8OYOVNLE+cJ1bXatXVLlsky0Lm1lu5euOkjs+k9R2TZxpp2ALSKjywK6FjvfcmnhRkCcr9KOaQmiiJw2E4fAgC21LXlToVuis8pWPvibEAry558MjjTVpYFkHhE67ZarPPfv4zIMk6VZawgisHxLCPWFbqtEx+1UHwD31erGUFlQJapKlBeVIULxmieLAKnZBkrZRld/YonBdKWLeag5Z912wLQAqI333R+vJSJXQDIsnSrik0hKGSZIAC77w60bqOt9EdCcWQ7CU2HdMElz3BiFp4O1km4JPozKkuSIbc/ZPjHCEeXOT6GLBsqgfmrBjFtnxvQ86jJk8nG7JVldvhDEzUgJPHtLwikehOtXu38GCpRljFc2PICjVFjRbjUTmzi8JklfXGnThKuu85t67zDq69CV+q4VZYVFYex556pqdl+g6QTk7SlXEHHFEuXmsk3IVzm6tisQJNl7cs3uFpkra4G3noLGNzdrISWi/JrxkP3w5FIqnrDCSQJuOrgewEA/Tr9zaR9LEFShq1wqyzr3oPv/pdGrtkk7/98OABgfVV7hq1hj39Xui9msHy50f/wmobJAomEgL/+EgLhWQa465u2RnAWCjRfsEjtUFWgVwdjgifwFuklMXIkm+M8cvLFbA7EGNtsAzTEjLRQutPJhVtobExWxSHgXL4LUGoThyC3rJ5KzPmAIlKycbeDSiTEtz8FYDaCBgCVwdKplcjwU1lGG8H3rLszw972oA3RWfhkeYGDD9b+J9V5hRwN/gXBQkpw8KymE1d89/ce7g+uBkNZJifvYUmU9VRietxxqroi9/Mrr0q4/XYmTfQEJ54IXH9DMq0tV2UZIaE4XZAiZP5eA2ZiyDa/5Xwc8yReMI09ie4n5HxclhBFoKZRI+5KC2pdkWUnnKBVYjctsAKo755bZVwWWLQIiCXIYpvzsZ/T8F7HhjRkmVtlmRCA+JcgFysHQFO2A8Bj0ziTtlpAihkUhhtzVh5tvz1FlnGbhuke77+vFccJgmcZYMxbt2m3wueW8AG+r1YzAivpOy3n5pUse+EFNsc5dPjkpnfyAZddBlzxxv0AgFe/O9E1Q9/QYJ7E8wpSPQUAiiO5eXgFRVlGQA/uP3wXzzk4AoCIFACyzJKGyUJZZn0uRJ+UZaJoJrgEuc7xMeSEqhcd4T1tjZBlYhbKMjsSypxSAK7UvVZ8OX8/3PzeTQCAyrpWOWUsKUlimEdlGf0YJqjxhlRjM1fDbPr5UlXgtWTmf1D6Yg25K8tkWaAWafgcb0lVtiN3fg+/3Zm7iQxNlqmqoag75rG3IEhuqnazgygC9VHNQLwo0uAqI+GTT7T/rQszBUX+2XeIormatlNYqzfziH3v+DJl2zZtlzo+Dq3YDkY/pCFXZRkp2nDUMXyTR8SzrCAUzflc25VtwIg+vwDYusmy2bM7AwieZxkADOr2p48t4QN8X61mhAa5jf76+0W75Xwck1GryJeHAUFHuwJxW1FCdGkp8EvV+Rhxw0+48OXH9Al4SErkdJr19cCy9b0Yt5I9xt83BV/8uR+A1HSHbBE0skwKG4N7OBTHu+/mfqyDhn3CoEX5haq4f25TlGRdDnJ9zJzaIVqqHinOCV+Fihh5J8v0NMwsPMvs+i1JohSg1PF4xNFHAy9/ewqA3FWvgVGWyVr7QmICNbY1Q5p+Zn+krAiNvpjf66tDYONZxruyTEeOcZOJLIOhbIolItwollTVXECHldctwXNfnYlInnnBI5OFnnv0SJJlce38TtrjVcfHogn/pY3jWTSPOb5esC9m/DnKtO2Ro45xfBxaWcY7yUAj18XTslLti63b8N3nkgIc3dv+py/MOMUb5x+vv+Y5DfOPFYP114vXbuv4+4KgIiTFUVqYXITl/D6m49dtO/7jY0v4AN9XqxlBhYQJD2sz7VwVSKpqnggESa5MJiJbC775Bvhl6QhU1VdgU21bALmXe29oABav0yS8r353IrM2ssaKjdvg+CfeAEBKXucWyJcVVaOsKJkuwTlZRq+E9Wy3HMcdl/uxbplws/sGeQyrsbSquk+ZpPu7jTVtIZT1dH3MXGBVlomyc7IsEeeTLCspSd22pUq7dzesyy3KTVGWcfCsplOMvfYacNTR2rUtLazLiWMIimcZUSG3LtmCE07QiBHz+Tb9zNIqniAUcNAh5K4sC1Iapo4c+196Eq+qRhpmXA5zQ5bF4waZVBRpYEKWCVRMsmDlwLyTZbvuCixcCCxYoPWfjUm7joOHfQLUOzNSFATgm7/2AgC0H3ka87aywv53T0fxac5V2jRozzLe+6EHp1yqv85VbSUJ2gMqSHyTZcu37AAA6NNxKRJ1zuc3smxUDwX49dkGgEs+m62/tmZYZANBAAZ2XWBsCLdi0SzPQIqPAIaCsDmDk2GxBQBQF9VmNLmmY6mqeTIrSnwqy2yRA1k2fd5oDxrCBoVU37KmUpPfdq5Yk9MkLZEwVn677XQAi+Z5BpImAgBXHHi/4+8LAlD9PDWISMUsmuUZQmEjcPv6+n38a0ieUF5UbXqvMFCW0YTLuuqOeZ/A0KDTndevrsOWLc6+LyeMc3nrbX6C+jvuAIYOBZ5+2tj23Q/makeZYEdCVVXxR5alQzgM9O1PEaG1ORhiE2UZ52QZIWn3GfgNxgz+HLVmm6asVFchas6iX2OO02x1JMmyXHwPg6As61Sx1rIlN7LMmoZJK8t4KaqYSFBpmGE2ZNnBwz7WXyuqiAIfsjD799cWL0TRkhaasJWBZoRhjM4vyaCqIhpi7uI42guUd0XOK9+dDABYs6VTTsqyeBxIxJLXlWPyCACeeb0X/tvUDQAgVzlPr41a6wJw2u8CQJfuRdj1ph8A5CZoEQTVrMSPVDBqGVvMmAEMHGjmElrIshayjCuQVUM3lY7oqiS8epbZQnU+qqzY1AMAcOcU50bc+URNg2ZSWxypz03RoGqeAACw7358+ImkA73yfd/xEx1/PyVQj/C9+kJPKtuUOmRWAgirtwrrNMxe3Woz7OktwmEz2Qu5Hief7OwYibjRj40bz0+g26kT8OuvwDnnGNsESQuAcvUXPOkkC9HGeZqeqhrtK17/uvMDEGUZh2mYI0YYr0kaJgA8dopmEG1WgDb9zNJ+SLz7eNEQWKVhcnquR+78nnlDjsoymiwLh42JUSwR4cYLK5Ewp2GyAKkeCWikcsjHyyyKlv5TdM7cke/zrkByi0QiOMoysljRufVayAnn8dHkycG5rrvsYog85JhzNruxEdhQ3c7YwBlZ1r+/9v+YMdr/RG2VG1lmfG9T4zZM2ucFRo0C5s8HxuxncAktZFkLWcYV9Mo4Loy+6cksr55ltnCoLFu3zgjwTj2Nrw7WCkIgRUKxnMgyRaGCKjE4ZFkuSCHLJL47aT+DbT9wz8dXmd6zNvgXfPSsCIfNyrKiSINuDJ0taM8y3oP6BlWruNW+fANiUefXcdky4OQ9XjE2cL7iL1NkGZ1ikDU4VpZddhlw//3AH3+Y72F90qWa8u6aPJ5GmKh45oyz0alinbaR87FHg0uDf32c5TumIFi+LDeyjPYXWrfeUJbdelsEYU5OnU7DvGD/x7EdncLEAMefIPmqohNFs3qDpHk7ASGyt2ZjdEAjy4w4gfNxhrJfKN78vuPvb95sXNf6Rv4DzMbkMyrHnBepiEaBDTXtqS18zVlnzADuugt4Pbm2Rq5trhXbyfiiqPxf15pYu6Z3akbgu9dpZnCrLFNVrYQvQbCUZc4ChWuuMQKNVq35DBQOPFD7n5CgYSmeM1lmpIfw3cm6Jsty9DnzC1ayrCCce67Iys1dXbbGe/y7sSd2uPp3/T1rsmzNts6DS5bo1cu4oIU5XMtYNDhkWb3cAQBQFGlETWVuir6HTrrMeMNB/lamJpjJMuf9KJnM8kiWRSLA5ZcDgwcb1TABbdyQZUAUaOV2dp5lO/T4A2ePes7YGAQCaStPw7x7snmx4sIL3ZNlAlS0KdkMANhrX/+qQ1oxZIiRhimKKhbcOyjnY9mFwjvu6G98LIrmAimK7Cy7QhSBbdr9C4A/r6fxlnoDffq4O55JWcZ5OjhNloUbFjn+fmGhQap06sJnP0TDDVnW2Gjx/5JdlLz1AF27AldfDbRrB5x3nnFtc07DJGQZ+Hpe7bC+vrf+mpwv6yIrQUKA2JStG6pqkCptSjbntDIKAPcdd6X+mmcfg2HXzTFvcLiqtnmzQSoKnAa2H30ErFzpngSliUEIfJ4rgZqLYsN8BP1VXSj34DhfsJJlC+4dmPOxpszls6KVFbRyJZfVcADo0noVfrh5Vxy/2+s4ZNhkAEBVfTk6DdiBSRtzBX1uJj+ZLHHlFdpzmpAl7pVWbTuWoK5Rm4xeecF6n1vjPRRqEpOTST/HyjIadBqmJMqQZXPF02Jpc5PqslGjbCYEnI6zNFSwSsPk81zfmX206X3lltzixBiVvNCubCPalmlkGVptn2vTmKOiwkjD9AKCz/mmgmBOw1QcGlxt1/Vv/brxlq43ebKxWAxoab+PfX4BAGDh6gGOjxckZdm55xrtU2XnWUJ0obaSEr6uqx3qGrVn9JfZzomuWbMMixkAOaUi5wu77+4+DZOQ40FQlgHAojVaYbnHT7kAgIqqKn/b4yeY9zo333wzBEEw/RswwOgcGxsbcf7556Nt27YoLS3FhAkTsG7dOtbNCCQIqVJRUoWZN+zl+PvdyuajR7v/jA1FnVk1jTn+WGGZFDtUlpnUVpyWG5YkbWVCT8OUckvDnDqVTsMMRiebMygPlsqSg3xsSHawkmW9OyzDsqW51QvPtQpuvvHXqu301/8ui+ORR7LK7DLh3uMmYte+P+L180/E1YfcAwBoVVyNYp/rOdDKyFzUKSTwIwsfPOP//g9YX62pyxb+vvWPwXHVmHjHpBxUnAEhy+JURddovEAjy2Dukzb/txx33KEt5lhBVo+fO/Ms8wdBSMN0qSzjfZy1eseEQu6VZSSOSihhQOJrspoyJrpQMp83+knTe7+rxVs9y5wqy0b0/lF/LYnuq1KzhCQBXboY7xUF+PGfXbQ3xd0cHy9InmX0+LBlk/MFckWhfEQ5tyEBjD7pg3edk2VbtgBlRVphi6X1o4A2w5m2jTVGjtSubSSS2/N29C7vAOA/hgC0/qlf58UAgKE952LFoz1QvXHr92VOB09Gi0GDBmHNmjX6v++++07/7NJLL8XHH3+MSZMm4ZtvvsHq1atxxBFHeNGMwIE2l96j//eOv18omavpxLqflWZP/yErlmDUIVlGV/700+coG5CJc2Ekdw0r7+khrECn9QnbXeJfQ7KEnWfZ7rs5J71+/z04ZBkg4KkvzgUAfPpxDJdcoqkonaC00D8j/0yg+6WcyLJkgZVogq9Jpx223RaorK8AAJQVOq/EFjwI+PhXjYBX5RxUvhynYdKg04CiiQIoCiBayLJrJ9bi+uuB0TYFpe9M1ssZ3utX8wecqq1MEHL3LFMV1SAdOD1Xq9IqEnZPlhHCRlb5O+exO82ybMmNLNu933d48rTzTdsEn9P5UtIwFWdkWVwp1V8LiUpWzfIEBx1k9EshyXmcY1KWca7YpgvAfDzZ+cKpogAVxZXaG04rJtKoatCKcPXdxjmRUllpxB69j32eCyuHTNhvf+3ahnO4h3foOgfn7vcMACAa43Mxhob1UnRvuxLSmg99aQsP8KTXCYVC6NSpk/6vXTvNKK6qqgr/93//hwcffBCjRo3C8OHD8eKLL+KHH37Ajz/+2MRRt364VSMoVO73yzNPRqi4wmWL8ggXZJnIOVl2xZVa+1qXVKJj6OecjsF7eggALFkCnH22y4NQyrIu3X2WGWWBlNLXAKoqnQdIq1cHiSyjipEkjaEXL87t+7xhc30H/bXT67Fhg/H34PX8rCCkHl1FeWsFbXXgND1m1Srg88+DQZYlqDRMoiwTYSYH5/ysLdz8/bdWGAAAPv0UGDQIeNIswDEQgIUaQVeWqY5VSC/+H5Uexum5Xn6lWWkSZqAsI30Wj6lB/Q66wPS+od75GDltGrBz79T5hRDxN74QRWDqH2P1907TMMNh4/4WI2XM2sUK9ON3771AYZHWLwlwfg2ffpqyMeG0Ui0BTZblYr2iqkBFSaX2JgBkWWn77gCA4QP+a2LPVNRUxVBckFSkBeBc9WrLgvN7ONK4Vn8dS/B9DxPUR82LMzm6rmwV8IQsW7x4Mbp06YLevXvjhBNOwIoVKwAAc+bMQTwex2hqOXPAgAHo0aMHZs2yriA1L5x6qo05uuM70yDLookC7iv1vTzzZOPNVqws69rdmDiPrTgtp2Pwnh4CAL17A2ec4e4YqkoH/3yvIALaOc/9d0fTtlxIr3A4GGTZ889r/1vJMqcLgrySSetrjPQ8p8Uqbr/dSMOMxvlXlgHGdTD5hmylUFXjmjpNj7n+euP55J0si1GqxsZ4YdKzzDwRp6tmX5m0OT3oIGDBAmDTJsBWwcMpgWSCSXXijCyrqqTOj9NxtkcvNmmYtGfZkG20gi08KstKt9nZ9P6115yf7wEHGOOUCV0Py7FVbCCKwF2Tr9Hfqw7TME2plx33Y9UsZrj4Yu3/I44ASkqA0aNz9xN85ZXgZFfQZFlEcu5ZpihAeVG19iZUzqpZnqG0o0aWVRQ4J8vUKKVGC8C5khTgXLIOaFVw/3Y/MWuSVxAES/EFAILMZ0ZIPsA8Ihg5ciReeukl9O/fH2vWrMEtt9yCPffcE3/++SfWrl2LSCSCiooK03c6duyItWvX2h8wiXg8jng8h9QJTkHOhfzfrRtw9bXmIDzeuAUIt8r6mLJsBIfapCAOfv9kYZz6zEs4Zpe3URiJIh5vgJPGKoqkr9ooKri+NxSKSVBzamtYDxTiChz9nfKNRELAn/8Nwvbd5wMA5s2LY4ADP9dE3Agu4okEAPNzwtt1FkXgno+vwpsXHK9vC4mJHNop6JPx2sYSlBbWAeDvfE8+GZg+XTLIsmQwqKoy4vHsA4h0ZJnf59uth4Sr37oLdx97DeqiJY7aVFcnmdIw/TyXbJ8XQuoVhKMZ91XVEMhijLGfedLi97UDgC5dJBCS3dqeRELU77vXX41imzFxlJZaj2CPqipJ74MVhLg413SobjAmHUO2mYtljXGoipkMLQqb/WWi0Tjo63nwsI9TjhuXBUDl97wBICEr+hpLPBbNmvSKx+Mm/6i4DC7PVbaE7JIo53QvNjSkrm4oKn/3tTVTcuOGOOJxp4toYagwn++FLz+Kew7zt8+SZSAaL8RfqwZgu64LEY81Zt2eadME/PefFi8srd8X3R2q0twim/Glf39g40agrEwLWeXkxFtALvFRcGJgmSI9wyHn89ZEQkCkSIur4qrI9bkCQK2iLTC2KfjP8bmG1U0AgEa5FSRZAWS+vPesUJJySVFw1u/G4/EUv0ne+lorVFVKKXKViGffRwUBTs6FOVk2btw4/fUOO+yAkSNHYptttsE777yDoqLcK9tMmzYNxX67P3uA6dOn669XrS4DKE/+GdM+RVSoyPpYGzYaK8rxRBjTpk2BzwV/0uL883vg9de3Q0O8CIWRKGZ+/RVqxezLLK9bt4vu9/Dr3D+wYQG/So6/5kUwXisqgnisHlOmTHF4hEP1QOHb72ahRlzNtoEMsWhRBR699zP891gPxBMhPP74Aowfvzzr7//2WyscnizINfXzaVAE83WlnxdeMPm3w3D35Kt0o3pJlB1f47/+aoNtk2TZTe/dggFdFuLnNfvhwBKn94r3qKzcAbESs7Js4cIFmDJladbHSEeWOX822OKwwwrx3F1acZUBXf5GSIpn3aaVK3fQ/x6Fxf6fC9D08yIlVUj7DvwKU6akT+WpqdkHgLZwQ85LEA427cPD+R5wQATLlu2IMWP+xZQp5gqfCxduizYhLQYpijTgzTdnomvX7FZK164dgZ7JxZmauhh+4+Bc02Hdpk7664JwDAtmPoV/l/UCuhv70MoyALj99l8A7Kq/v3DMYynHnfLZ59x7ysz7sxzHDdVef/bZp1Ad2BaEpd3011M+m8alN9KiJRWm6/j3wnocfXQNjjjiH5SXZ69imfJpLxy5v3lbLCHgK87u64aGEI6l3s/7YwmmTFnu8CiHpigk4nIYn38+BaKPlziREAAcoldg/uWnn1C/MLv+6OGHh6FLUt1SX9/oW9/rJB5bs3Y90AuIRhtcxcAzvpyJqNjG4ffzh5UrWgHJoujn7vcMPpoyLvMXLPjjj20Q2V17lmd8+S2iYmvWTWSKJf9uAioAQal2fF03rNX654Z4BDM563vs8NfCEDAMABTH59oYN/MXPMRLmbB27fAUBd3Kf5diIeftdoL6+vqs9/Vca15RUYF+/frhn3/+wf77749YLIbKykqTumzdunXo1KlT+oMAGDNmDMrLAyDTzBLxeBzTp0/H/vvvj3BY6zBidXWmffbbdy9HlWNmfvi7cXw5jIMPHs+msR5g/Hjg4IMFyMs1Nm+vvXYHygdm/f0nnjBW+keM3AXofIAn7WSB4kgNkFQbFxaIGD/e2XVpX74e7cs3AgD23HsUUNafdROZoX17AfcntNWicCiBQYMGYfz47K9roqEGRKU/dux4vTqX3fPCC449XsI1L9yNiQfdC1FUIYmy42vctq2ADe89CACoi5bg7Oefw113yRg/nr+Vtk8+EdG4VlslI5PuQYMGYvz47CWE979peMj8s7YPtu20BF9uvhPjj/K/z/p1ytf66/6d/876Wk6ZImLTljkAgLKKMsf3AEtk+7xEN50AADhjnxcQH/902v2uv94IFch50ebU9Ha/cfzxANA+ZXtpqYDfXtAIwbLCGuy1117on2VX+vLLEsIbtfGmuKSCm3O1wzVXmfuM3frUYMOW7qZthWFzsZnbb9/V9H6/QTNM76Ph3hh/4IEMW+kNGqqNQhXjxh6QdTW5eDyOsFQJAJAVEeMP5LMS8/bbA5htvC8V1+PDD3eBqvbBpEnZp/F/PiV1RV2QCrm7r6NRAJON9x3a93AUTxAoqpkVS8ghHHjgeF+5X0Ux2gIAQ4fsgFYDxmT13XfflSAs1653cUn+x5pc4rEt8z8DABQVhh23VxRkiKKmctlv/7FAQTtnDc4jfptdbXo/fuwYR2ndK/9TjHMdMw6I8EsMAsCn638AABSGFcfX9dfpWhEZMVTEXd9jh/qNqwAAkuAsxo/H43j8enPRPt7Pd/16AaKlym63rp3Qm/N2O0F1dXXTOyXhOVlWW1uLJUuW4KSTTsLw4cMRDocxY8YMTJgwAQDw999/Y8WKFdh1110zHiccDnM3SWYB+ryKS4sAamEpLKmamVGWEKiSygceFOL+7xUOGxVywpLo6FwBwzwzHCly/N18IlJgKColIeb4ujxwwuX663CkmOtzDYXMXk8hUXV0viFJ1MmycKQgxZ+Cx37gsceATp20e1kUEwhJCcdtFEXDE+m00yWMPhc47DAJoRB/0lBRhJ6iWFKgEfzhsIRwWGvrSSdp3kc//pj+Vl1fZRjpd2uzEgCw9xG7QOLg2tYmOuqvw1I862spScB2Xf4CANSHB6OCg3Np6nkJF9aZ9k0HelJJ9pNEszqJt+fSiv32A2Y+mSTLimowe3ZYIx+ygCganjkJtYDrc61vBM5+/hk8e+Y5AABBDEG0SGisyjIryGSNoOCoJWwb6RFCoYhuVRYOSUDIydijkb/xRBiFnF5f63rxdzfugfDJCfz8s4hwOHuZVElRamVuWeVvbLX67r70koCHHg87JrmsyrKEEkIk4v+5/vwzkPhMO8nHHxNw87PZtSkUAqBXh/Qv1ncSj4mSpiYXITtubzhk3K+8x8AxtMUjUy/CxWMfBQDcfH0Md9yXfVZVSDDULuFICdfnCgChiHZuIdH53EZKGuUr4K/vsYMgaov3oiA7ilV//x2mNH+A/3jp9NMB6W3zoso7byVwwwS+2+0ETq4BcxHyFVdcgW+++QbLly/HDz/8gMMPPxySJOG4445Dq1atcMYZZ+Cyyy7DV199hTlz5uC0007Drrvuil122YV1UwKHSKElNUlxlhtMh7eduvBpoE1DFKky9y4M/nk3/BQk41pIgnPDz66tV1EH49N4mGDIEDNZJjj0fTEb/POd8kNQXAwccwz0dIpcjPpl2fjesGESjjwydaLAE6xkGT0Xf+014NdfgW+/Tf99+m9UGNH8lCQHE1svsWTTDvrrg4Z+kvX3BMGoKilL2XtN+ok/VgzO+bvjx+bXJ4cFaho0sqy8qBpnnpn997p1jeP5s84CAIixDV40jRliMeP5BABFEWA1u9fIMhUfXnYoXjnvJABASUEtbjj8VgxIEr6BBJ06qTpT5eqeSA4Le+QT1tg+JCWLTjirZQBBTY1DGhr5O28rKSYKChoy87y2SCHLZD4G1512MuKGX+dk358KgmEyrgr8LajZgRRGycXgX4/1Ae7jfVUFLnvtQf39M0879HhSg3OugDG/CYnO5zYCkpV4wf98FQD+/FuLHyRRgRrL3uz+tNNCppi3usPZzNvGGnYWTraFUpoJmJNlK1euxHHHHYf+/fvj6KOPRtu2bfHjjz+ifXstLeKhhx7CQQcdhAkTJmCvvfZCp06d8P7777NuRiBRWGSJDBySZTR4rxAJaAN+rmQZVBkDuvydPBDf5ypSvY4E552NKW+c88EzEgE++ZQiy+A0UKDOlUPPmHSgiV8ph7LSNFkWjvAf/JLJeGlhLQRBsV3pzzSBq6iwCZg5qUBHt/u2o27M+nuCQAUTYjCCv9s/vD7n7/buFTyybOBgbRXcmobYFDoUL9df92nFd+XuWIwaV5G8ny0PY2G4EX07LcahwyfjpD1eQ0iK485jrsWtR96Ev+5znubGDUxjRm5kGSEveAQrMYKqpMYhssrveRNIogwHNjM6rOlEPBGihLizprVnAq1ED0LVcA3Japg5xEdBIssArSKmrGjnSzJgsoVIE9kBOFdXZFmSGFTB/3kCQEwpRW1jsvBTzZqsvxePG8/3lroKlI963JP2eQ3Tc9jMwHx0fOuttzJ+XlhYiCeeeAJPPPEE658OPAqt9ho2AU1GqMEhVQALWaY4G0AHtKeMOzg/V5qhFwWnSiuLfJdzYhAAQpHclWXmSV0wlGWAmSyzyq2zQSJBBfQBIAkJWbb3djOx6Zm2+BpTQBuEA5nJMltCkRPVpJKjTRydqkerSXlGz520axZNFMBpiRQRwSPLCCHgZGIK2CtxeIWVLFPUVGXZGfv8H3p3MApy9OmwBBcdkGrqHzi4UZYlJ7XxBL9jLCuyzO5+TnBEIKWDKCioqwPaObCs6lC+Dvced5Vp26mn8THWALnFDYJgxAtEscU9kqVNRbgkyziJE9KBxD3xRBhSJOqcYEg+mwklhFAAYkEhFAHi7sgyJSBkmSQBm2vboLSwDnJDpaPvkud73n+DsRfnc9Z0aFGWtYALpJJlDlckKAWSIPE9oADu0jDjMjUZdaHAywfoFDWnaZiqChSEotTB+L+uEuWzJal1GfZMhZpkKhRV4L7yGg1RNFaIc07DJAQS52kVBx4IUxns1iWV2K/oeEfHsP0bcRJAnHBCbt8TRSOYEDg5l6ZwwDitHw1LMce5XEIAyTKFkGUOCe0gkWXnnWc2NFcUMYU4GtRtAS4YYyxYfn/T7mmPN2Ppiewb6REEF2QZIVB5Uh1ZwYwss1mIjcnZFUPIN5as662/PmmPVx0py2QZeOikS1O2jxvPTxxFlIxO+iRaWaYGZhpH2plDGiYhsuVQYOJC0o84JctEnSwLxoKb6EJZRs5VEQJyrqK2sAgAiVi0ib3NIOMLLynguaCFLGsBF7CSZRvWO+tkBWrFJgjKhnCY6jhUZ5MXU2CXqEm/IweglWWhHMgyUwcVgEk4fb67lNzi6LtqMpBS1WB1TXQKXliKZ/TrsoMsaz5KAIBQKePWscXBB9t5IjoLYK1pMdoh+Agizjknt+/R90AQ+l/AaKcoqI4XLCKiMyKcByQUrf90SpaJqrPA2E/cfrv5vZ2yzIq2ZZttt98w6VY8Mus5Ri3LAxh4lvGchsmKJ+BRw+IAAGOnSURBVJDUVMYpJjvVluYH87oYWQT3n3AlEluyKzbxv/8BbdsCPdquSP2Qk7EGyC0Nk/Ys431xjYAo4GprZMgO1xOHDE72v1lWt+UBuZJlZGFGVvmP9QFACrtZcAtWGqYgANG41k/KDskyQm7zPL40heachhmsGelWDitZNultp2QZpSwLAKkSDgOympuybPgwav/WQxm2ij2sRonTpgFLsiwuVlVlIcs4CvLSgT7f3uFJWL7cwZdVkloQjNVDAlEEyoo0w8/zRj+F445z9n1ZBrq0Xq29Ke7KuHVsIQjA4B2tZJCzocRWWRbKvmKUl7AzNs0GggBEJO1ZFUPBIMtEytty1vfpifyQGMMnVxyIKw68T99WJBkEy9cL9vamgYyhMEjDXFndj2mbWCMcBrp3M56vujoBQhNkWTp8+/eeiCvBmaAKJjZp60vDtEO3Nv9BEByeq5BqTl1RuJ5Vk5iic09zzmVR9VdZfe+pp7T4SbT723AUR5HJM50W3RSCqCxbv0kbEwtCUWzc6Oy7rYq1hURZKG9iT36gk2UOPctIkStVDQYJSmKdXBbcREKWBcBeBtAsOgxlmTPhw6hBXwIA+nVaxLxd+UIuWTNbC4LRyzYTWMmywpCzsj+KEqw0TDfKMlIFSlYloLA966YxhWh5yg44ANh22+y+e8QRFjPqAJCgJrJBkdGrl4MvJ1emlIApy+hrfN7opx37Xsky0Kq4SnsTac2uYR5BVs1kkF3A7tizTORT2bByZXb7CYIRGEsR/p9TAAClgBs3Noa1a+13GzfwLRw4dAruO36ivq0ktAkAsHpLZ4y+6wtPm8kKcg4pT4CZLHt5xedM2+QFIpIxZjzznATVabnEJH5bPhQDg+T3LwjJ6p9wpCxTVWBA54UAgG07ZbmSxQn+e6wH7p3gTA4bElJVob3b/MmqSUxhjZ+IOjT779sVk+GnfyYx8M0TbgFiW7L6jiAAZ+7zPACgqioYpMp/azSiq7yo2rFCsiSikWUJoYx1s5iDxLu5K8uCRYKaFgYd+myLyYJnQSHLZBmIJbTzVeLOlGVn7PMCAKBn+3+Zt8sr9LjI3NYWsqwFXKDAMlfctGw+jj0WqK7O7vtygibL+O98QiGKLHNo8A9Fm+xURrsxbhV70MHe1wtHO/ruN99YlWX8P7L0+TqdlBqravyfJw1rQJ8LWaarXQIQOCgWO3ingZ3toMtpioUTsqxDuabOCEWCpyyLhGJYtcp+v6JwatpWSNAImWUbeukkFO/IxeBfVYGvZmiB8c9LdsJF1/T0omlMUVpgBA0CVDz/fG5k2Vn/a4VbnGXS+wpBoBZaHJJl/3f2mR61ii3OePb5lG0n7JK6LRMiNmQZr7ASK6Jc6ej79gsz/PRXgmA8m7Xrlmf1nQU/LcX23ecDADZvCUastKW2FQCNLJMTzvqj4hAhy/hXlp1xBnDSSYZC1SlZRmJgJSjKsrAR68SjTskyoiwLRryUSFBpmA7JsiDiv009TO9tVbrNBMHoZZsJiouBvpcZEs366lq8/TZw223ZfV+hjACUTgeybh5zhMNU/rZDZRnZX2Ff0JU5RBG48OVHAQBVDc5VQ0EzVaSDW6fpTkYaZrC6JmtAH485I39raihikaNAPh1kmIMbwYbEzSRmsR10OSXLSrO0kAuhHqO3n6G9jvCpkrNCCgl6iXtJlNOmoKqqnRQgGdQrIk47zaMGMgZJw9yt3yyUFWW3CrVkidEHt2kfQRn/4gaURKr012EpbpqQO8H992d///MAE1nmIA0zR+GdL3jhmzNcHyMkOHDJ9xnWsVWVncVDtvETR2mYxRHjWjz9XElW36ncYDzf7UrSrHBwhqp6jegSRRVKrKqJvc0oTirLZJF/siwUAu65x1CWmTJDskDQlGUhqurIpLdzJMsC4lkmy0YaplOy7KM5hwAAqtqewrxd+UKLsqwFXCAUAqZ82xePTL0IgLEikS41xgqShrl0fS+IRQ5qa/sEUxqm04qWSSUamfzwjHDYkO6GcjBILAgHdwVj5sK9HO1PqmHaT875hVYN02AaGusbkciSJ9yyBTjtNFVPLQ6EYa9lsqE6VDyKttUw+SSYUqoUp0GZuFx/HbbKhDmFJJkNpq0KyUwgHplt2op45hkvWsceMjVe/PNAdrnw0agx4Y5zaoJuxZR5R+uvw6F4zp5lQYMgJKt/Ao6UZU6VwH4ibfEYBzGUoKbuqxbwGTOm9Emys3jINn7iiCwrKTBUfus3ZBf3NMQMf8/hXWcwb5MXqG0sxsrNmh+rVP2Ho+8aaZj8k2WANq5uqdMWxi8d95Cj7wZNWRYKC4glVXTr1jgky4RkP8RRWnQmyLKhLFMS2fdDggDUR4sBAPHSYZ60zSvQ85oWsqwF3KBnT2NFgihNss3vV2Stk61pKHM06fELtLLs339zU5aRCjs8o29f45qqsnOyjJiGBwm3vn8DAOC/zd2dfTGgyjJRBKrqW+nvJVHG339n99033rAMQhwF8ulgVYaR65WtQkOwGMEqkLhV1M2e3fQ+ALB4WbH+OhwORlChkbza3z2TsswWyWtYWiYiHIxY17S40qHVhuy+o2im1ACQUIKRLrJ0Y1+899MRANwpy4KGXNMwZ88OzuJMu3ScVpZ+V4Ch6KAh7P5mji3yFtb4t67GIVkWstmfo8k5TZaJQnZxcBCf53gcWLOlMwBAjTurYF8cDo6yDNDIstpGTZJLFsqzhYCkECAAcxtAE3mQc4w1OpurrFlJPMuCMa7KMhCTtbaqCWfnGqTMERo3v3+z/rqFLGsBN5CkVGNIp2SZrEg5V3TLJ8JhI6//qiudkmVkQOG/4xEEoFVFblXYAGDm387UWX5DEIA1lVpQRKcYZIdgGvwD5jZLgozLLsvuexdcYPF2C8Bg2iBb0omTLFnWZBnMg25U6MSiWZ7gsv+ty2q/md8Yk3OpuINXzWEKSTIqEoekRPo0TJvqtERZFoQFCwKrt9qaNVl8Rw6eskxVgdVbugBwQZbty38hAytyTcMcNSqEP/8bBAD4YckoD1rGDmnjQdlBQSg724tIm5za4zWs5zv9c2eTVNs0OI7G2NJCozKpaOevZgOnXrA8IB6niAaHqbQlEY1ck8UA5MBDG1ff+3mC9topwUAWEgMSA9NkWdwhWSYgWMqyQYNyU5YBxtwvCMX3aNz50bV49PMLAbSQZS3gCPRKv/5wOSTLFFUMDFmWyLE6WTxKzNADcKIA1q7PzewTABpjWh7Y2c8HJNcJQH1MU9kUFzgjy95/3/BBChIUxUyWiaKCadOMz99/HxgzJn1KddCUZVHVTJZtUXcAkD1ZJonm56BezLI8rA+48qD7strPdA07j/WoNWyRbRpmJrIsSGGEbEnbnzoV2G8/4JdfMnxHNlK54gFRlqmqsegWCcWcp2Hu9xXQeYwHLfMWuSrLAGBTbVsAwDajz2XdLKYQBGBLXUXqB4nsx9qlS2ziEKk4dRsHsPZJtkqxDLBNwwzxQ7rQC4pZk2XUomt06IvM2+QF4nGDVPn1Z6dEQ7AUSIqiiRYA5wQDsSIJirIsHDYI6bCUvT+bLBvVw9t1CAZZdvbZBlmmOknDhILDR3yoveaIqM8Gqiri1+Va6mgLWdYCrtCzV5JYSXYk2aZUKrqPlxicNMzkRM0piVRbkyQSA9Lx6GrBUA5pmElVQ0O8qIk9+QHJz3eqLPvtVy1QiMUDcANTUBQzwWcdVCZMAKZPBy6/3P77JsVhAMiyE04ALnnV8OJIQDMmpsmyTMRZSDCvQCoiXy7io+4wfGBal2SX3kQI/001bbJf4fAZJrJMSqS9ZpkM/oOUMm31uDz9dODLL4E990z/HVkG9uj3HYBURSSvUBQjVeuqg+/FdzdlOEEa+3wG7P890GFvD1vnHXL1LAOMPrttO74nqYIAtD93Axas2s78gZz9WFsYsYlDQnzGF9au1GnBI1tyrbRn7g1iDNqqQsyyfyH36rqqDijY7lQvmsUc8bhBNLzzllMFkvYsCwFZHC8ry50s09Mwg+JZFgKKCzRV6+4dn836e/G4YTEjhYNBgobDQGmrJFnmwDtxv/4f6a/FgCnLAGNMbSHLWsAV/vrbTCBlO+9SqTTMwJBlOSrLZs3SHloyIPGOUCR3ZRkJDp16H/iFcNhQlhVFHKSGwPDCCprBv5VkKC2otd1vQxqbpG5tVhpvAkAADx9umbSQCk45KstCqrPqWF7jqwVGKtZPS3bO6jskkAhKnwRoCzGkvZMuOgpPPZbOS8ZOWUaqdgXnfGOyfbWGxgwL4rIMHLfbWwCAEZ0+8KJZzKGqwMl7vJJxn31u/wrv/jTBvLHLWKD9boEhe61woywjz69dZV+eIAhaOvGf/21v/sCBssw2DpGCQZb9b/+nHH2f9wJJEx5+T3+d7WSUxMvEFysIqKgwYlinhKeQVNw5LSTkF8JhY1w9eNgnjsrtqgHz7aWzmLoUz8v6e/G4IR6QgmJ6CkBWk/MwB2RZx3Ijvg+KwINGrsTv1oRgPI3NDLrBv9M0zIBVEqSVZU69vMj+lVXB6HjIakK7so2Ov6v75SSCMaD07Qs0xrVJKSHLqquz+64oGqnEQYI1Flr6cB9MvuOWrL8//15q4hOQgLB1K2PCtWmD9jxmU1Xu+edTDaZF8FfE4qsF+wAA6qIlWJeFbVkQyTJJMhYstuu6EG3X3Wu7XyZlWVDuVwBoTDhPv5IDGB+qKtC2bHPGfW57Zp+trkomTZZVV+dIlnHuYUHiQboiIgAo8ewXpmyN5DlNwxQE4IiH3kNlnVFAxwn5oFeZ5hQrN3fH0vW9AGSvXCXxb5DGmhdeMDzLnJJlZBE1KMoywHKO9Suy/l7QFqEEAbjn44kAgE3RXll/LxYzSHsxFIy5DQDIKlGWZX8P088p7+OLHVrIshayjEvQKXuSmMiaLGtTETd9n3cIQmrlz2xB9i8uDQZZhuTA17fTP5CSgU628R4514QSjHMVBODMs4wKe0D69MOU7xKD/4B5llVUpFaoOrjnzVl9VxCcTep4Aa1OWL1CU9I1dU/PnAmcdVZqOjKPhToI4SsKCg46qOn9dbIsIOkTgDkNEwA6lK/P+rtCANMw62LOq6kFkSxLR1r/tWoAXp55Mq5753bsuafZ/DwKPg3enYBOw7z5puz6VUUBQlIcO/f5OXkMvp9fEg+S/olAjmanLFNVICQGR1kGAB/8cgS6XLDa2JCwV25bIeVQUMkPEGV564L/stp/3I6fAQD6dV7sWZtYo29fIw3Tqe+cTiJy/mzSMC0wqQ4GEaLSD8i4qqrAys3dAABhMfvrGosZhKIoBWPOCgAykkV+lOzPNSFTZFmAlWViQOcqLBCMp7GZgUxejt/tTVQ/X44h7T5q4htaQL9qpRYAtW0fnI6H9iyrrMzuO888A5QVaulCnbsHQ4a+eMMg/XWX1lrQl40KB9AqKwLBWkUkAwIhVL7+uunvNDYak7egEL4EbdpkV849RYG21HmqKi/4bN6h+utt2v0LoGnPsiVLtP+JV4W+L4erqGTSLYpKRgN4gqAry4D0hLydwf8vPxMVaHDOd0OlO2XZlgZ+q7bSSEday4qEU595GXd+dB0AM1kWOeCLfDTNU9DKspkzsyfLHj35ImODyPf9TMgya3phIguyLBbTUq9t0zA5PW9yL5vIwTQpUO+8A+y0kzHOVBRXets4RogkF48uHHp0Vvtfd9idXjbHM+SahmkUPgjOlFUSszRwtULPEOLzebRCVY3runxpFHfdld334nGKNJXs7RF4hJIDWRZPGNcyFA4OWfb998BrrwFSqEVZFpyepxmBnmwVFzTg/MGHNfmdmTONAaiiTTC8rQCjky2KNOCBB7L7zrnnAq2KNY8jsaBVE3vzgVVbumN9VXsAQNfWqwAAiSwXPUkHtdfewRg8Aegm9SRdoKSk6a9MmQIcv9sbAIAe7bJbYeUZDVmkfF14IVBSUJeH1rDHvJVDcfhD7wMAendYCqDpmDCUjBOsyjLeyLKDDjIm3VKWFcqCSJbRnmWAWWVGwy4Nk5zv2rXBCSM2VxU4/o6iADUN2qLMyp5vsm6SJ1AU4OJXHk7ZXlikXccjj0y+jxhkmdB2aD6a5iloskzNcjVKloHzRj+tvxc5T5Mhfax1QSne0DRZ9kHSci8X71S/oaoiYkkriob6Rp0Qo3HMMcCcOVrVOsBcnGXS7COxaE1fzIo9ko/mtsAGuZNlyWeZU0LXDqbFUwf+ifF4sNIwu3cHoomkYjAcxbXXZve9WIwi/MXgkGWqkOx3lez70E2bjBgpSGTZbrtpxbzIgmgLWdYCrrC5znk6RG2tEQDpD3MAsGJTDwBAz/bLUeeAM2hVlDQEDztPq/EDigKsq+4IACgu0ILabNJ7wlIMw3r9BgCYODE4j6ucrDrXq8Ny9Gy/LCuyrKwMuGRccAPZN3443vF3GhqCS5YBwBd/jgYAtCndAiTqoCjAQUM/xtsXHo2QUpmyP/FxtU7WeEvD/OgjY9L90EmXAll4OxFiOB3hxCMkyUyEpVN02inLyARGDlDKdNu2Ag6+f7L+PpsUaFk2/i6DdwqGsqx7d+Cz38elbC8uFrBxo6bAAczKsq0BJrIsywlqCqfGeaoXIcuspHxjXdMK5ViSowjqdSfqsiMOjWLbbYEff7TfryoZHvZsv1zftqG6PYqPWYRdT73I/kst8Bw0qeIEurIsQP6YIYnqWNTs04E/+Vj7XmVVMM41EgH23td5em08TvVDkvNFLL+gIClGyZIsk2UgljBiQikUjOtKQ184biHLWsAT5iwb7vg70Sg1AQ0QWbamsjMA4Kx9n88qjY2AGOULhcHwWVEUoDGmBXpkgMhGWTbxYMNwWwjQqppMpXMte7g3Orbe1OR3CguBHxbtqr1pv6dXTfMM17xt1p/H5dQAwKq8Ki4OTqqIFapqMZmWo1BV4OMrDsHRu0xC34YbUr6TjizjLeVAFI00zPKiGuze7/uM+z/wQDCVZZKkGfsTpGu7nbKMFOMIircKADz2mPkcj9v1TTRFhMoynS4SDNX222+nI20FtG1LpfI59A4KAvT06Sz9VaxkWVCUZdZnNVrf9KILqZJeVqTZWGyqCUb8REBiqBXLtBjq9dft91NVjQjfb9AMfdt9n16Jbt08b2ILMiAXZdnDDwN1taSYDN/PJg0yPgJwpEIicURNbXDONVygxbpOrmssRpNlwVGWQdSC2P/+ze5cGxvNfbUYCYZ1EA2lxeA/QFFuMwIxwXT0naihUFHF4JBl9CSsdST7ijHd22ppekJJD+Zt8gKKYqyK6r5cWYyfYwZPM94EKFAgyjKChw/cq8nvJBLAxpp22pteJ3nRLE8RtRguS2LTg2lxMTCgy8Im9+MRqmqZsClxExlYqKSm0pI0TPIM/LJ0OGobS1Db734vm5oTaKN+4slmhz/+AK64IrhkGQ16ctkUCBkRlHQRAOjRA9hphNHe0/Z+EWuf7IRrD03vASTLVAGagCxEbbutvUrQqhA0Tei2AtDKsmzJMqvCm/dFKdLHWovgxBsckGVJz9c7ProOj0y9CKPuyP65zzfoMYUok5pacPz1V+De4ybi6kPuAQB88PNhWL4h+0p9vCMaDwZpbwVRX0886L6s9v/pJ+DSS6lJeoBiYJH2LFOyJ5FIv0V8ooKA7390riwzp2EGR1lWXaONq1Vb4lkJHlTVGJMABCYbiobckobZQpbxCGuVo6YQiwEnngjcd7xWvjeM7CoF8YBcg3XiRSEWtWXZHM9Ak2XvXXIkPps4FvV1TXc88QQ14QmQBD2hmCdqPVotaPI7smykqCKURd4m5yiUaqEq6VUrtbXApElAaWFwnlca2iRGQJxIzFUzWaZXsKJAyDJC7Ffscw++67QFvYdu721jcwA92X79/BPxzz/2+61bp/1PCJUgERCiCCxYtZ3+fqfec9LsaSZZpk+nA6fg9EsAIMtGe0dvPwMdW63HHUdfl2F/iiwL0EKUfbEGwfLOgfF0AGAiy0QlqyI6n35qPQjfk1TSx1qvb6KxpsnvEkUhUZatr+6AS159BF8tGMW0jV6BxFBkkp1pwfGKAw0TXOJxyyP+/NP5d96ZrRUCeHDKpYxb4y2O3uUd/fX3mcXaAIANG7T/yZgqBCgGpg3+VTk7siwaNcbVbfsG51zXrtfIWyfpteY0zOAoy+oatXMNS3FEszjdlEXl8v4etcw7tJBlQYtymwmckmUzZwJ0KkmFkkXpNk5AT0gX/a1i7drsvkc6WTHMb7lzGq++ar6uY3f8HOr6mU1+zxQQcx7E05DTVNXLhESC8u+Sihm3KP+QRAVLF6f3kXn1Ve1/p2a3vOCVV7T/iYLlrwUJc5qpTbl0koZJrvO2A0oxdjyfBIT1upx/vv1+RK1x9cF3AwAGdv3Ly2YxhSQZqTGZYErDVFWMGUMry4IVRjit3iknFEiEABWC40dnWmhJIkVZtpWVghcEcxrmTz8Bs2dnLjxyvNVqkvNxNl0aphJtetFl5UpgWM85GDN4OgDg7P9p4+yzz7Jto1ewqvOzLZJUVliDK67wqlXu0KeP8+8QG4P+w7Zh3BpvQSuPDjggi/2TgiN9ks656pMGrSxbuyaOv/9u+jszZhjnGo4E51wbFS2du0vr1QhlWTwkFqPuhwApyxRo42okFEN90zVVoCjGODv7n50DRQwSrN7SDc99dSbe/elIv5viG4IV5TYTOCXLIhFKkQMgIQSjQiRgDtZ/nBVD587ZfY8ES0IoGGTZgQemEntK9fImv2cKiDkP4mnkSpbpK8DhpitJBgGnHLch7WdkVWrsDlPz1Bq2OPBAYO5cgyw75KA4qquNz+2UZSTtr1eH5doLjhWE1pSCdIERUWuMGvSVxy1iD6vBfzqYSRZtEnDo8I8AAOWFTfsR8gSnabIKnacnBocsy0ZZFiQVZDawpmHusQewyy7A++87OIiDynV+IuU+jmdWlqkqcOWVwKxbdtW37blXARoagLPO8qKFbGBKw4yb0zCzsbIAgF69gPuyy/zLO0QReOzzCwAAv6w5sMn9aX/ifUfxudCUDrQyJZuCXoXJqZAxTwjOlJX2YD75xBgGDAA2NTFUFhQYmQaqGJxU28K2Wopzu7JNWPpQb8jxplnsoHqWJZLxbliK4+GHm95fUYz7vqohOHNzGovXDcDZzz+HW9+/ye+m+Ibg9DzNCPfeF4KiND2BISgpAdqXGZNyGcFR5dDB+tCev2X1nZ7tl2H77vOTBwhOJ6sI5rYqDU1PMs0mzcF5XO0napnxySdAh/L12pvCjoxb5A9CjctM7+nAX1txknHwsE/y3Cp2KC42yLJwKI7PPjM+syPLpk4FurWhvMw4JkWtyrJ0KV1EWfbP2hwkAj5Dkix+GmlBK8u0P8Qe/bU8mhFdrHlsfMNp9U5VpgL/ACnLJhzZkoZJeM4XXnBwEAdm3H4gnbJMUDNXuCTfi4SM8xOksE5IBAHWNEwxy0c5JPJb/VMUgTnLtaJeAtITtTNmaP5d69cbZFlhcXDJsmxgVZbx7idIg07DJNdryZLM3ykrA/p2WgwAaJD6etY21njkqdb66+5tVyJelepXa8Wnn1JpmwGqhhlNKvHDoTgef7zp/WmyLEiV0ltgRnBm380II0YIjtRligIM2Wau8R7BeSA7DDlIf/32hcdm9Z1lD/c23gRoRSKumNuqxpr2GDGRTgEKFKzKssW1+zf5nWefVdCuLEkgFrTzolmeopXNolFxJL1OW1GArm1Wedgi7yFJRgAQluI491zjM5osIxO1++8HrjiQMvMv5rdAh9V/oymybPKvhwAA1pac4WWzmIKu+pkJ5vTaYChv0kHOihw0oCgUWRYgZdmQ4UWobTQrN61pmE4qUAcB6Qz+a53YQqrBJMtEZE7nt+2/AqReAQyyrEP5ejx44qXoXfGrqW9qX74edx5zDfp0NBtMSmoW+VI+QRCMVHhJSH8NR4/WKkPeeKM2UQcAMRQssuyhz5x5rBElOiEb1ABlV9B9K1l4y5QOrn3HyK4obhOcGLjHNgKqG4yFz1h903ObRx+llGUBEj3E4oayLJzF46eqRmGLIBV/oiFkr93ZatFClnGIUMhZKmY8DvRoZ1SSVBGcAfTsy3o3vROFFI8Kmd8VQytk1UKWNTVywrISEaBAwWrwLyKzLHvLFouSJxQcdSTB11+nbtONwW2gKJSSLqAQRUpZZvGq2LxJC3A3bAC6dgUuu0zbfvHYR42dOB6Fi8Jmvzlr1TwCQpaN3VFLp42Hsswl5wCSlEqgNI1gEywRMb2PoB0SsWAqy2RFQo+LVmDYdXTRhq3fs6xNyWYAwG59f9C31zQxd1u0hlJxBERZVttYatouqpndpm3DjYCSZc+ccS4uHfcw/jdwHAYP1mLgL74Anjn9HFxzyN2YfctI0/ckOHvm8wlRNMiy6soYbr898/4vvUSTDMFR5ADAC9+cDgBZZ87ceKP2P+mn6OIsvKMhbixUZOtLe911hp9reWt+LSqaglyfOWtmTnJI0q0uAqQsa4xpbd25z8/YtKnpWEhRgP5dNMO68qLqJvbmE1lMVbd6BKfnaUaQJMObIRskEkCXitX6eyVAZFmBwz4yZh1zyoIjVY5byDI7A3QrzOmMwXlc6xMVpvdCBrJs7lzg4ostHlEBCwIBoHVrYOXmrgCMVC+yokRADzqqCuy93Temz9cMCJZ/mSQZZFmPtitMn/Up+w4AcOqpwJo1wEMPAUEiWvQJCYCNNW0zVtbr1uY/w9g/QISKJAH/bere9I4UqanIwSZYisJNr3rTSND+KwFasFAUYEtdG6yv7qBvSzH43wo9yzpVaOVp7zzmOpD+Jl3Vsp9+0v43pYeFSu135gxPfvE/zFq8C35aMgIAULUlZnueM2YAq1YRZZml/w0YWWaNizu2Wo/584FfftEM43ftOwsA0LZsM6bNM9TsosovWUYryyKhGG64oenvlBUm+7BwuYctY48xY7WxMVubDlKpliw6xhPB6X8n/XKK/tq6kJgO06dTRa449nO1A73wIkczG9KdkvzTFEaC51m2udZIIRm741R88w2wfHn6/RUFmHiQZpi493ZNF3VrAZ8Izuy7GcGqLEsomQOaREKrQkLQKHbxrG2sITkc+1KCwcLgSJVjsqUYQRYr2EFVlqmqgJvfM8wgRRv/KkBb8R86VKsMaUp7C1gQD2hB747X/I5h183Btwv3BGBMwjpXrMZdx1yNjqXL9f0VBXjgBKNEV1wpROdhWZSI4giiCLQr2wgAeP/SCRjYdT71mYqqKmDKFGP/TEo73lAUMSZYheHGtMoyWQZ6tl9ubAhQqp4kARe+/BhWb9HUcKs2248ddBGAN94IOMHicJk0HqNSKDhWQlpB7lfTGKJu/coyGuOHaJ2PHdGtqsDIpACJTGa/XbgH0G7X1J05QmmSy6ttLMNuN8/CrR9o8ptELIYrrzTvO22alr7XrZvZO0dHAO7nMsrWsiFmX9ApFNLOr7rBII/oKr9r1X28ah4TEBIwImWnQNIVKhx7ftrhsMO1vsi6iNgUDhqqsWZKIjiZJHGlEJ/8phVscFLx3KgIHyyyjF7sTkQzpz2TITiI1TDXbTbIss8mjsc++2gFRNIh0yJrUBCAYcJztJBlHKKszGy63JQH2eTJZrLsj9CDnrWNNWiD1hUbm1Y4pFshDgI2brEqyzKTZevWBZcssw4Q69Ym8Morqftt3Gi8JgNnNB4JZO8sisDm2rb4bfkwfeWUkEOTLj4KVx9yD27fdz/9nK1/o8pYcEhuAkkCyosMpc6Je7xm+nyDpRgoHSSv2+FbT9vmFrSyrLSwLq0nkJVEE4XgEIKCABxzahfsf9d0AOmDelqR9Omn5hv3o78u8K6BHmDWioOa3okCqewlq8EhQQGjfzGPIeZ9tkbPMhqfXqlda/oZjceBHXc0Yo+wFEOPdpoh9YWvPMb92NOjB3DvvcAttwDnnQcM20mbaBaEonjySfO+X3xhvFZVm+dbcWa47gd69gTuuQd45hlgxSZ7j8tQ8hanF5kJMbh8Yx90PvQ5r5vpCjHZUJZlg6Aqy4hnkyiqELIm6o0+qlXDFxn24wu0YpAQYNms0xjXNhgKV4JQyLieG9Zk4xGoBrIa5vot9s/csmW2m6GqwNTftUVwecd7vWpWCzxGC1nGISoqzCuAipqZJHnkEYMsG3XHDESFTl42jykkCbh78lUAgJkL92py/6a8R3jGf6vNPlxCE2TZxRfnVlWSB1iDgpCUwCmnpG6n5yWDu88DABSEs1+F4wn0uZCgMCQl0NgI7N5P88/p03EpLr88uY+lvPbiTh/kpZ0sIUnAo59fqL+PJyxedZYRJkxVYuu43U6ets0t9BSBJAZ3+tZWXWb1URTBt+eRFQ89BEQTSWVDOrKMUiTFYwokMYGErN3jib5X2H6HV8TlCG55/8as9ydpmEEqnAMA++2n/U+PIdZqe1u7soyAfm5fegn44w/j/ZEj39VfW/svXnHllZqf05NPAr23NYgW6/hKv5dlm3QwzosZEEycCJx9NrCm0t4P8m/NEshE/pIYunS3m1FQzncGAp2GmQ0MZVmwyDKFWnDItjImrfAuL+Wf3CUIhw2LisdPvRCSqMWC6UCEAB1baWnkKAzOPA4AhL0/1l+/8mJmsiwa1WJjkVQMDZBn2XGnG33QrMW76K+POsp+/1jMyJpRi4K3IA5wv36UF7SQZRyiVStzENtUlSMA6NRqLQAtmHCa2ugnBMFYLbROTq3YtAno1w/YXKuVKSapQ0HBuqqO5g1qZgXK779bU2iCEygoilmNQhRFhx2W/jvPn3Wmx63yFjQxRK5bSEyg3BLPLlum/X3uvdt8v+86bgevm8gcoghc8bpR3bKqwVwS1DrImtIvOPf2opVlAPDSSaMxeHAq4SvLwJfXjtLfSwEjywBjslYQiqKhCXufGV8o2HPAtwhJMupjxTjixCw8zziCqgIrN3fLen85Fk9+L0ADK4CddtKMlB9/wmi3KJjHkOZAli1/ZBuctquhtl+3zvz5gM4L9ddTpgRHFUogSOnJMhonnmhDxrQe4l3DPIAq2NszVCe5I4FSIUnJe10Q+J/mOCHLREFGSWGSjAgFKw2TJsvalmY2gSd45OSL9ddFu9zJvE1eQZLM1dC7tVmJffeFvlhKY9Mmo5q6QZZ1SN2RZ3Qdj49/1ZS8kpLeyH79emDJEkt8FaBqmNddB5z2zAsAgPqoIYD488/UfWUZ6N07uKm1LTDA/yjSDBEOm1ddIlIUkDPnH5JOuXe/Eowb52nzmCISMaTzJA1v7lz7fd97T/t//spBADSvnSAhXGYmy5pSlsViFmVZQFaBAY0M2lTTVn9P0hEnTzbvR09uurRek4+meQb6XMh1k0QZ8TgQTxjXUVG04MhKxgRx9UYz+I/g6RnnAAD6dFhi+pwQiON2nIIxgz/HvgO/Mj7kPK04Ekp93v76KzV9VpaBcMiYZAdNWQZQnjmhGGb/aDfjNm5OQVAxfkfNC2pdQ38IVvkg51BV4OWZpzS9YxKr/tPYw7hq75fEM4YNA9p3SK8s29rSMCUJeOqLc03btmm3AtePN2ao1n52c10b/XWXrp42zxOoojZhKymog6pqi2z6Z9TlnTwZKC4wJu+lp9cEzkQ8UmivQPnsM6CsqBrbdzc8M/UYmvNxBjDIsp7t/8VFBzyScd/SwlrjTcCUZURxDwCLH8iuONdZ+z5vvKnYnnWTPEXrki36a6Iye9DGJWfSJENZpseFAXs2AWDWYs3vcccev6fd58MPtf9NBb0CpCyTJOM+3m/7L9Gl9Sp0a/OfrTcZWZjRSVMpeDEEEMy5CWsEK8ptRkhZYYpnyj9U9f0/nVKASMC80ffdT+soDx72Ca448D4MHWq/H0mlIJLWnr2D08ECwF6jzINfU2RZt26WUsNKcFa9+/UDnvvqLN0w3KmhaxBBcwZ0GiZgJj1lWUsnNhU0CCjIOROS7H/7P5XyeWlhDaZMPBCfXz0Wky6itOoBHYGt6g1rGmZIyW7FnCeQyZooqraKVzoNUxJlXHmQpibs1eq3/DSQIVRVI3j/WjUgq/3/+UsLdONK8CYvACBQBSe2dmVZKARc8NLjOOSBj9LuQ3c7l4x9CA+fdKmxoXygh63zBrKoESbE62jIkPT7XnfoHfrrHYcHyxNJg/2Y8eGHwEUHPGrats9ArdK0IPJPlo0ZawTtj5x8ScZ9SUwoq+FAkQyAWVlWVlSbYU8bhFs1vQ9noBdEM1XEJH1SWIohJCX76AAWuVpbpaWOtm2Vfr7aJZmJSDKJYokwEAD1J41OFWv116se74b/HuuBonD6CqB6YasAXlMA2FOrV6arH5sjgnWHNiPoJo8EifSyVkmUqdzv4D2MqmBIcO87fiL6U2kRNAhzT1Ykrr0+WIGCrJrbK6hxvPcecPDBwObNqfuPGgWcutfLxobyfh63kB1OOQWIJQow4RFNDhi2UekARpBQXGAMNJs6TvS8fV6AnoSRdJAbD78VgLGqCAA//ghUVZkDqW8W7pOXNrIGIY5Gbjs77T70SrjeTwUYKcqyhPmcCjpsl8fWsMFxJ1DjhhJDba2WMv3aa6n7Zgr6gwBy/ehqeZlQENL6plBhMMkykfJlECxVibc2ZVk4rHm8ZvI/pRc1HjrpMv31L5WHetk0z6CGNLKspLAeIcuzaSX2z9zHUOm8+y4Ch3CGapEVxZW226X4WtvtPEEqrDC9329UAm+8Yb8v8fCKq8X2O3CMhKVISjaG91X1SfXcnsG7Yemx8qdbd0abNKmnpE969JSLqI3Bm8t17qopp8JCes+y4mIgEopixjWaqSZRtQcJJlVcEp0rVqVsIwupulggQJXSabz4InDttcDPP/vdEv/QQpZxisKI+WHcsC5qW21DUSwKlQB2sKolX52WLtPQybLk+bbtEKxOVob5PAU1jiOPBD75BLjpptT949Y5aYAk95IEtGtnlHovCjegQ/k69Gj3r+3+NHEkBJDwBcyTsIOGfgLASC2ljaM7tlqL2lrzOR/+yJT8NJIxSpL8AZ1eQSMWVQy/hoDh7Oefsd2eSpYZBMTdk69C0Y4XIWgYNsLoSwU1igsvBD76CDjppOQ2ilTJ1oSaV5AJmppGpUJj40agvka7f4vKgkqWGR2TVVl26jMvAQDu/+KefDbJM5CqiJmI0HSC1pLyYBKHCcGICwhhtGKFZuNgBb1Y0TlYlq8A7PueX+8Yio6t1poqYdIIQlr8/ge1Nb2fM7sWJ5xgvy+Jf62Lr0GAopinnCtXNv2dVsVJoUBZcBaLCW567xb9dYdWG3DTEbfY7kf6pHP3o2KOAM7l1m/WCNzCcHrjU0UBjt31LfTvsggA0j63PGPJ+j4p20Jiat8Ui2lj7radkvYknPv0pkO7dsAddwB9s8uc3irRQpYFBPvtG0fv3sA115i3H344EKFX28TgDaCqpWxwutVuq7IsaOcqI1VZRrBhQ+r+NFmWbuLOMwTBMMAsKazDuqc64d9HegKxKn0fMnGljVCFgKbn0bBWeqLTMD++/GAkEgZZ9t+mbigqDaaXQSik+TLQhSjWVRnGtEeMWRZYsuy5r85G+ZlVKdutZJmqGA/qWY9cB4SCt+JPpyo9deM0vPSS5XPKOHtrSB8GUiduVpnD2rVA+/ZG2lO4KJhkGV3wR7CkXX7620EoOrUe/zcrmGpeK8LJNQk7tcIPP5jfty3daHofKuA/Xc8Ou+9pLMS8ecFxAIBttgEKClKVO8vW98xjy9hDsrFzGNpzLm476ob0k26V/1TjUaPNxAhRY69ebd1T1eN9WQ0emWK9H5sqJnPJ2IeMNwEjGgQB+GjOYaZt6YQAtrafYjAq89LYXJVcHI9kJsvoeD+IZNnbs45J2Xbf8VembItGgcvGGyZ1agD8E1tgjxayLCAgct677zZvnzzZmLwoihAIM1MrhCxJL6uyLGh+DQnVQgpSK552/FCCYsu22f1wz9rlFQQBqI9pxEF5EZVW3GBEgOSa0sbDVvVDUECTKNGEcW8WRepNaZgj+vyChx82qh7VR4vxsVF1O3Do0MGsLKNJCDVRF1iyDABqGsxqTkFQTAH/X38BLzxvLFa0bRe8CQwAiKLRAR063Oz3VF8PgFrAsEtBCBLI9evT0VyMAvUrTG8//VT7v18nbQVcKO3tddM8AT0RE5HatzbGg0nU24EoyxSbyqW7765VYiNj7d7bfWP6XFKDeV8XUGHQ6O1nmD5TVW38KQg3oneHJejVYTkA4C+kTuyCgHQp4KMGfomde/9k+5kaAK9Xa/xHbFjogkiH7/Q+1j7ZCQfs8DkAQEHwxhorWVa1YkHG/ek06aCmsNFI591rS5YFzMcLAGKyNpYM7LoATz6pVb20QlHM8WL3tlnICzmDokpoiJnnc+N2nJqyXywGXDL2YWPDVnAPN1cE72lsJnhgymWm9+k8nwBDmh5LRIJpmi1lt7IQeGVZimcZVUHP5kmMqJqRmaIKuO6W1p62zQsIgpGGaQK1YkauqXkliv+VYDuYyDJK2VD/Ygm6tTH7GUyeDEyZeCAAoH+XRRg2LC9N9Ax08COKxh+iIBwNNFkGAPvfNU1//d+j3aFEK/X3AwcCc36m+uYArgYDZvXRrH92NX12441mZZmpGlsAQZ7Tx6ZdaNou12+y3W+7rn9pL1oFz4sOsCrLgrkQkS3CTTx+V1xhjLXWsWllKL3PGc/IVNBJQBzrnuyI1Y93wa93GIPMdnvumv5LHOPzBYfZbu/TcSkOGZ5mxUkJXtr4IcMmY+c+s9FIFcx+/9IJ6NhqPe485joAqZkKQYBVlf1/96evmpiCgCnLRo1K3aYbvVsQsILSabGuRnPvj4TiuOGqTRhgU0NHUTIrz4KA4cPNPsTpEItZskyEYMaHLWghy7jFxDfuxQ5X/47Fa7cFoK2o9e20CHvumtrJXH/Y7QBSfc6CAkUwk2VHj3wHe+9ts1/AlWVxxZyetXhRemXZ1KnAR5O0yVuj0jqwKxJEWWYClbZGrmnX1gaZVN/uaK+b5QnoVdOaxjL/GuIDvlqwr/6aXv0vCNmTZTP+tIkkOcWGmvb6665tViO08i3T52SxQlbEQK4GA1qw/vxXZwAASgvMZNgXX5hT49OlkgQF5Dm1+lo98oBx3tEocPbZ2uuBXZPqhwBWSgSaVpZtTQhlGCZFQcZ772lj7c59ZuuLFQRVYqoPTRCQiSx799U1KCuqRZvSLYb3EwBIwVQTrti8Ld6ySYHKBFUMXvr0Pcddjdm37oJohpB+a1CWIVGFPn2AK22Ejin7BiwGfvBB4PLLzdvSKcuCqHGww8rKPkjI2upMm5LNKZXCAa0afFMVX3nH00+bfYjTIRoFOlWsMzYE7B5ugYFgRvbNAHvvI2HefzvoCpVRg77Eogf64/Ejx6Tse/ao5/LdPKawrpBdMu4RrP57ccp+igL8b/8nUFqYnHyLwcp1V4QCDLn2N9z6/g0AzKSCdbAcN86Q4sfU4Bj707j3XiBq50dgQ5YN2WYuAGDmwj0RKxmah9axR1vKo9dWUWeCSr0Kfjc88c179dd0ml5BOGpKsSV45stz8tIuFrCSKopQAEUBli7V3hPVb7bVFXmEJAFVDVpd8IqSStNnomhWlrUpNUr3zl23f17axxJkEmb1tfpiqkaWbd4M3JP0uw9JcfTtmByLtgJlGVR7smxrmazRyrK7J19l+qwo0gBZ1s71pXNOTfmugmBOZAps1gy37z4PYwZ/DkVNM7YEVAELACs29XC0f23ncz1qCVvUNaYuLMai6VNIg0iWKQqwfMM2+vvd+v6ApUuB++9PJcdka1cVMGVZWVkqCXj4iA9x1zFXp+xL+t9/1gaTsCe45x5gTaVWOaRVcarfK2BTIEls5XWzmKN16+yUZbQyFEDg7uEWGAj+LG0rxfTpwPz5xgN5y4SbAQA7dPrOx1Z5AwWphEpXS9oaACiKiidOvcDYEA6WeqeiAvj93yH4eekIAJnJMoDyogug3B4ATj5Z84lJAZUWoarA3tt9jTuOvh4A8OX8URnVATwjHAaqqoDqarNnmR1M1T/3DrBhWRKV9RX665JCgxwrCEWxjU0F1HTVM3mEdQVRFQpw4YVAn2RcSwyXE1kET7yivBxYuakbAGCvATPRoXwdwsnzEgSzsqxtqZGu+MAss8ouCOiQrD9hDXZLCuoQi2mkN6lOPKDLQoRDCSRQAhR3z3NL2YBWlhUWBDPFPVvQY8d179xh+uzUvV6Comj3s20l1IAyhlZlmSQmMO/uHfD51WOxY480aW4BnbR16eJ8UUKMBKPgyn53zUjZlsggLQtiXKgowD63f62/37mP4TM30VJjJEWVFMB71i698upD7gESdbb7kYwEZY8PvG6aJzjuOKA66fOaToFuJcs2tzvP62YxhyhmF8PWWZMqAngPt0BDC1nGKSRJCwyyYa+DDmsaJmCurqdDtnhPSMEIggjOPBM48EDjmoalOMqKqnHcbm+gOFyTsj9R6ARxBZHALliY/aNZWfb19UYKX+/te6Br13y0zBuUl2sriqu3dMm4X8/2y7W0PQCo2D4PLfMW6fqpgnAUdx1zbcr2G65Ovd95hfXc6hoL8OSTxntdWSYH9zkdOxZASS8AwC7bzsa6pzoh9oo2GdM4BEpZVqIpy/7b1A218TZ5bql7PPWU5idj9U3p3HpNSlXi4b3mAABqIiMCS6bQfbAQUD/IbEGr6Kwm/4+feqFOlg0kPnRbASIR4IKXHtPf79bPKPu5Q48/7L8U0HSgV1+1qWJrQe9LzK7inTt72SJ2uOS2XfDKtyeZtlWElgGwUVkhmHGhqgL/buyJvW7Timt0rlijf3b//eZ941ab5gDes+m8yNTa5ab3ggC0LtmMXu216y0WtrX5Fv8IhYDFa/sCALbv9qftPtZ7OYhjkigaVbIJ7GLgemtSRQDv4RZoaCHLOIYkNQ+yTLYhy/bbfkaKLFuwVqsSg6NOAYDCQuCTT4Bhw5NkWSiOV849GW+cfwJOH3RGyv7EC0kRgreCSLDPPsC8/8xk0MQrDNLTusp08rnd8tAq73HO/z2T8fO/7hsIiRjhB4z0tYMtuQ1ziXAaQw4Jji+dVSX4/P+ZJynkOU0owe2rJQm486HUWeVtR12P9sUrIArGg0rSMGsbS1N9ZQKA7t2BGTPM6aQA0KfDkhQ1w0vnnAYAiEud8tU85jClYW7lnmW0yurHH4FnvzzL9PkBg6egQEwtUHHYg8FUcgDaOT/5xf/0929dcKz+2mQuTSOgRtN9+gCFEWtukxkrN3fD94t2y1OL2OHYY4HaIrMU//TeBwDQjMKtqKoNXly4fTIUXLJOk2W3Kq5G+/L1tvumKsuCN10VRWBTTeqCUqLenKKoqip+vWMYKkqS20PB89kjIAvFg7vPw3ZdU6udqha2jLZ4CAokCSgrMo8jYSkOyOY5aouybOtB8HqfZgRJSvVVIfjrL2C7YFqopMBOTn7LhJvx73zzCuED9wWzgIEV8SSxEJbiOGynjwAAO3ealLJfl9arAQRTbk9wzTXA8yvn4MYPH0RNQykAc/rp/lbLo0jwqn7a4d+NPfHjPyOz2zkUfLLs4YftVTc7bpMmDShABtPrqzqY3s+zLJiS+zkeYGUZAIQ6jkjZdv1hd+CdUwebAtoLxjwBAKiLlgSSLCMgnpAErUu24LjjjPciVTmyUAleeXsCs7Js6ybLwmHg66+Bzz8HRo4EFpY/g2/+MqpcfnrlgZBEs2Tlzo+uwUdzDstvQxlCEIAHHxTRGEsqQalnNZ26I8gKB9rCwA5xOYzaxtI8tYYtNlWb/WlbhbUY0I4sq28M3niz227AHXcAnbsb1+f7m3bHngNmpuw7eXI+W+YNRBHof8XfKdvPOLkKy5YZ7xU5gZ7tKbuKAJNlROBx+j4vYsG9g4CYQQyqKnDKyeZ5HG3xEBSkUwyuX12Nb78F+vfXrJTq6qznFrxzbYGGFrKMY0gSsGCVfQWuU08FFi4ETt7zZX3bQ59dkp+GsUYas9mn7luqv66upqpgBhzEA2lAl9RBFNDUVoO7/4HnztTKsalC8IIigqIi4JHHIrj8uUvx95r+AAwlDgCsXWv5QoCDBCsue+3B7HaUglWowg5t2wJXvH5fyvaJBxnbJs05xfggQCltiirhha9P099HG81L3rqyLOAq4FDYPhwoK6y2DWhrG0tx/fVet8o73PfJlVi9pbNecbqiuBKzZhmfP075Y8pisPwxadDKsiCmvDjF3nsDY5J1kA46SMCFLz9m+vyfxWayzLZic8AwahTQmCym07m1Mageu+vb9l8IsMKhKbIMEBwXAeAFCcG+mJMdWSarwYwLr70WuPk2I87r2+kfzLxhb/TvvNC036mn5rlhHkAUgU217VK2x+qqcP75WrXEjz4C/l1myTkNcLaBNRtKbTBSbSsrzYvlwNZBljXEtL73xmvrsddewKJF2hgUbbDII0PBjSOaO1rIMo4RCqWv/EPknS+fe6q+bfGmnfPQKvYQ0kyc/1tlqE8OPzybICkYiDZhUPvAA8Bl4w2iRRWDqywjkCRNiQJoVXLSKlK2IrKs6YqYQH20KJDpBVYoStNVyhriwb22Zzz3f/ht+RAA5mDvgB2m4vub9gAARELBJvMz8Zd2Ae3/t3ff4VFU6x/Av9vSCGnEJISOIEjvMQoWiCAXuQJeRUTkgoBAuIogCijlohIURRSRrlhAEP0h6FUk1ICEFkA6lw4CSWgpkJ49vz8mW2ZLyNXsTmby/TxPnuzOnIR3yZ6dmXfOeU+9hlXQ3nkwmmqcSmuIGqMuYeLK6QCAZrVso3B0OjNGxM23Pjcb1LkiMSA/sc83qHORgj8rIEC++AgALPtKfrGmhfMKk6lsxxsrFY8s23nqPrf78kQ4bt0C3vz2bWw83BmrTr/vtm1FVKRzvTKgqzr/RWb1nhcWC+f3X5t6+xSIxLMsn71NX5OP8AwOyMTNm0CvXtLXezMckmUaOg/enmR78xYUyG+WA+q8gaPXA2l2Mw4sn71bN8nLjpgLbXVRG796TBM3xisr9V+laZheD2TmOB88b950PQx0wpvqPHjqdEDo0BuYtGqabLu+yFZTZtMmoE/7/7M+P3H5Hq/FV95yCl3fXbAkQKdMcag1ooFkmV5vq1PRIPIUioqA775z0dCgnZOEG7fvXPw8wDf3jm3UwGwG9p1rU2qbIlVPU9RZ63Y1rXkEABAScBPrXu9ubREdot6pehbHLzdyud1VXRGdST1Tad3T4Va+NCWofsRZ1Ay7iJphF9Gj1X9krdQ8utd+ZFmBUZ0jbv6smBggOEw+SsNxZEONaDN+/tmxQJK6+PjYRpa5c/hiU9sTFY8s+3Lb8+jz4ffIynU+jypAMKpUAWbOicSHBzeiw/NjFYjwzyvSyV9TfqEP3ngDyMuD0+tV68gyQJqOl3xSnvRcHt8f8+YBixcrFJQHWK7Tjl5qKtseHJCJvDxg3TrpueNnkpqTZY43H2a/n4sGDaSRgvHx2hhZZjAAcxPjAQCJGfOso5MdFw06c1K6qCs2660za0idmCyrwHQ618my8eNtowAswz8BoFZ9dd791uuBjJxQvP3DJNn2+c8/K3v+Xr/XrY8X7H7PK7F5Qm6R67pcb70lfc/Ph6ygtlmv3gOnhcEgFd4FgKiQVBQUAE895aKhik8SHN1pRUwtMZttyVAAOHapsVObVftewKUb0Vi82XkxCzVoWUdaWW5KHympf3fk6dKaq5LlBNCZ8wltEP7r2WC8JCfflkzp1HgbLs6pjR9f/busTZFBfat+WtjfWHP3OlQ0K/p/otMBH3wkT5YF+skLMz/5pBlxceq7YLNnMt05WfbUx3Z1UVU8sqzYbMTqvX2wapfzCUQxpAT+889LiynVqePt6P6a/GJ5QizlbFtMnw4kJQHZDskyP4N8NT41adIEmLTqLaftI0cCQ4cCuSU5h6tZ0hTGfWdbezO8cmP/2VvrXxesj4P9pWSZheNoK+jVmwh1TBgZ8i/g9Gngiy+A77+3rR5ukRv+pDfDKxd6PfDW6kmIGnkFF/2Go2bYJQBA/weWydpt3SAda6Qaiho9yFYSTJZVcFm5zgmwI0eE9eRWdoJkVGeyzN2JeqCf41IiNv94+e9u91V0ucUhLrcfkQaswGyWJ8uEiusXWOj1QHqWNGw5IigdZ0rK0YUFXpc31Mgw5fPnAZOPCV8kPa90KF4hrWpq68hVqjhffGbkhaPWSxcxVAO3jmuHn8e2yZ2UDqPcuZrKdTUrHH/84WJkmQamDwPy1zx/8HCXbVKrqbc4m8EA7D3TFgBwNXjoHVprj8lXfkwJDsh0aOB66puamExAkdl9AmyD3zH0fjrEtkGnrpXEXXFKMMCWLFOra3n1Zc8DfKVpXRkZzn/fDtVdDc1Xh3vuAZq0cF+/KcDhlPf5+V96OCLPsE+W/XGjFqb9nzQgILTKTRwvKdF2d+Qp9G7vsBqviu9eOCbLFg8dInvevNYh6+Omrx1GQXBHr8RV/nRIy4xCgwa2LWP/Jq9TbLkxk28OxPz5id4MjsqZNs52NcwyRcReXk6h3cgyu5MDH3We9JV2XPivm8ELAVXUezDJL3S+a7TndDscPy7deQGAIH/bXUOdXv0nttLowRAAwFMx32HSJOni+/oCh+KnKj5JsFe7NrBzJ/CvL+eU3rDhSO8E5GGOowSDg81476dxsm3FZhOEUN8hp317INjho/WrEQPg76P+WkeOViQ/g5Sz8um0dwVdk08LL5Hlo84amRYrVwK+vpB95gT5Zzu1S1g7HsVG5yLNaqHXAw++lYR7xx1FTuDDSofjdT6+8s8cS41BANhwuAuyo0Y5/ojqmEy2hYMsBi9cAgB4Z+0UxPVpjCD76ahC/aui2p8jWRTr1J0smzYNmFBSQxEAwqrcwH0NkpGTY4YQ8nOjPP+W3g6vXDVqVvqKpTqdGXcFXQMA5BeqsxSJY7kcS2mO0Co3rdtOzWqIuf9U/2eQhb9JnixzPKb+9GpP62PH6alqERwMtG4NtGsHNG4MZOfa3stGQyGMJVNNLckyg08goqJyXP4uUgf1XblUMq4uUo4fle6oBQdkIDrUttIIAtRZjyQqyv2+Ro0sIxrUPU3CXl4eEL/0E9m27LyqOHUK+Mc/gIigNPRo/bN1n97dOsUqotfLE7v1A7ejdvj5Un5C/Vq0AHo/Jb97eir1bnmj+v/0XkAeFBwsX9lUrzOjoLZ8lM49jdQ59aduXeDaNeCHvU9Ytz3YeJtTu+8PDPZiVJ5R5+5AtHszBUu2yF9LFV/5KN9LN6Jxo466imc7evpp4NYtoEvn0o8tk7+bhiB1DtoGII0syy0IwPHL97pd8l7LfEqZ0fRowgYY/dW/QpmPD9Cm3n7r8xeXzMfCxEEo6H4OE5dPAQAIWT1Q9d+UOne1rvXxNzueAQAc072hUDTlo3594KkpExAzeScAoHb4RST/+3608J3r1NbvgU+ctqnJtVulnPgD6Bf7jfVxfpH6k2VnzgCNmkklWOyTZY66TN/g6bA8ynFk2eo9vUptb1ZffX/o9cCePcDu3dIoyP6f2qZf9m63GtcXVMO7/V6zJssKUXpimCq+SnjqpC6HLjR32lYv4iyKioDVr/S2bnv645WAUZ131Xr2BMaMAZYvBz74eYxsn68pH9u3A9Ghl63bXvryI1UPQMrLs8xht7E/eA5++DPZPr1B/SPLdDr5ktKZf5zEm73eVjAi75g4Uf5G7fTWNgyY9yWGLV6A/nO/BqqpeDlBB372s52EGc+9KE/ez/rIhCFDgF27vBtXeTAagb5zVpbapuXgO4wiVIE1a6Qk74bDcbLtTWoclT3fcjMBLdupOINUwmgELmS7r4cTO2UHiopNaNjQi0GVM/sLtsqYLPMt5Tp7+nQgMtJ7sXiKyQRsO24bMbdo81AYTTr4hNaBTi8dg4wmIxLWjsf8jS8CgfWUCrXcTP1+KhZuGopO05LQ/9NliI6/hDR9V6XD+ssMBunmqb2Wvu87F4H3Lz3ZVNGdT63mdp/RUIhZz9muBb7+voY3Qip3Oh0wZw7w9ttAvXqA3lcaov5Yy1+xLP5ZPNp8vax9akYkNh3pokSo5cYxWWaZ9m40FOKHMU84tVdjsgyQ+qlOJ5332g9qGf3YbAT5Z+O1x2ci0FdKlhXrtFOLubKqhKdO6vLJonDUfuk8qr14zbrt0IwWyMsDHmmyxbotKNz9gaei0+uBDz4A+vUDXv/mXdw/9TfrvgaRp9CpEzCs80Lrtjm/voRatZSItHwMHAgUm+UJsGqB1wEI/L3tGgzo+JVsn04jVzj2ddhMxgIMfUReu2puojamJNpr5LAATmpGdXy9fQAWbR6G5Tv6KxOUh9iP4BAwom49I1ae/MC6LSLCiEWLgA4qmb1Xo+T8vE8f6XvBHe5uN2is/tqCDRoAS5ZI0zH7fbLcun3II0tk7Z59zuT4o6oldO5fy+38Kli/3u1uVShLskxoZ+C2E5MJyMxxndidMMHLwXiIyQR8ud1WH3PYMOc/tMkETFyZgBGfzfdmaOXub3+TvmfkhOLFJQux/UQnCKHHlYxoVd9EtahVy7l2pNmsd0pCoIq6E56PPw6s+72b9XmxWY+QgJtoGPVfjO85A5HB6QCA03mP48GH1HvDeNQo4I2SAY8GP1vS5Nn7v8GLnRfI2trfUFark6nyO0udm25GgO9tDHrwczzRdq1Te7UmyyyMRmD9IVuSPqRKhvVxVIg03aJIx5FlaqeNq3AN69sX+Pr/auPfCfJk2F3+Z2TPP5yr3tW67BWbjUg+GYtis/TWPPxuc9QI+wMvPCy/WAtT8csdPtx5ueTa4Rfxao/3sWZMLzSpcUy2T2/QRjcNCbYdFYP95UWWd56KwailzlMNSD1MJqDPh9/jalY4DvtJo6w2X34Jp9PqS3Ww9Oo6ETx0SFqFrG9f27bnPv3KZdvvd/fxUlSeJ11w6rAiuZ/7Ngb1rtblyM8P0ihPFz7/0g+PPurlgMqZ/cBkLSQT/lcFBUDz8YcwfY08M/bqspkKRVT+DAb5hfZHHzm3KW2EnZqsWgVs3Kh0FJ4TFgY81Fl+46VexDmEBdpmH3y4exmg8lq2vXsDn26w3SA16M24uSgM//2gEd56arJ1u0lkKBCdZxSY5SOMYhsmO+wPRKbD+iNq89o372H+xhcxceU71m23PwvEwiEvytpduSmNjFR7sgwAfAOqYPdpaZaI/fXbnIEvAQCEymspEpNlFZ5OBzz4IBDuUF+4ddQvsudVHRuomg4Gve0T9O9t1lqX5v1y2wBscy4XpCoGA1zWwJn57Gsu22thGiYARFe3DVV+t9946+MPfxmN2Ck78bXr61XVKyySanWZhR7x8QoH40EGA7B6bx9EjEjHrarSHWOd3ohGr55Ah0m7VXelHhoKdOokD/vSTdfTQaatnuxyuxq1agXExNyhkVH9o+gspk0Dlu/oj0Wbhzjta9te/avz2o8m0/IIMneaNgWuZNbGTIcFR1o984pCEZU/nU5e4N9VYmzAAGkVwlEqryUeEAB07ux6n8oOMW7VbxTqdl/EiDQkX37Wi9F4hk4H/Livp7U+mztBhnPeCcgLDhyWJ8tkNacBhEYEq7o+JgDcvB2GEZ/Nx8Y7TCft9u6v6NgRstUk1WrDBiAzx/0Ce/66VLf7SB2YLFMJx3xJV4e57gio6b1gvKxz003Wx492zkVHta40bMf4P+S/blXXRoZlzx+u64ks3yGd+PXX1qxEqwffSsKe0+0wZVsSPvlEujjXItuFig41Sz6ODAZptKhZaCPhey3b+abEq8tm4uAFda9MZs9gAJKT73ASW6Wut8LxOMt71agvct6pV/8IOo3ca/nTjEZpVe2MnFAcv2ybF//cAG39x0TULH24fWAgcPy4VENJCyzT5O0T+1pJlmXe8sHF667P6TNzgjXUp3XYfbr0OzOb85eXul9NCs2lT8eTL8Khbo51mR0dPBaKpCRt1NFs1gzIynWf5TTilhejIU/QwNu0cnD8QDGbHTZo5CwhOdn5rmHrOrZVngw6Fxc0KpSVf+d5pB3/vQ1VBt+Crqq6a1NY5BYFo9nrh5y2pxa01/S0ip2nYtFh8h4cv/4AAG0MO3dn+XLgww+BJk2k59o5qZdcz3auDVlQrP6EiiOdDvjqK2DEZ5+6blD1Hu8G5AX2q69ZmdS/UmJZLkY0cvrgVr2SQ+iP+3oqG4gH7b7YDUu2DMZLX7qYg1lCS3/nrVulhaG+/962TQsX3oA0dbjTtG0up/0XFPlq7rhamh6DOikdQrm5mlv6ubxer52hv8cvNy69gSlIM59HRiNQUOT+PDC9qI0XoyFP0MihRfv0euCNb22rB/Zu/4NywXjQffcB778PPP7+j9Ztd0fa6rNdDRqsRFjl7rez3TFvw3AMXbzQbZvrt6ohJ7+KrHC6mun1wJE/muHLbQNk2y9edD+tQkssU6Aef1z6rqmZ0yX69QNGj7Y9f+op6XtNjQx8Tc+KQF6B8xwnk7rKsZVJjRrA/I0jrM/TMiPwxrdvI+btk6qvl+PK7XzbXf0tRx9C64n7AKP67/SXdmHdraS+ttqn5pXFtm3ABz+PxZWbUfjwl9FKh1PudHo9hixagjm/vqR0KF5x993SwlA17GbGt9fI4tLPPQecv1YXy357DsMWL3C5v7LQyvkvABiMpV9ymw3aKQRvFgb4/TPXfQOjdl6rXg90bLTd7f7fbr/rxWjIE5gsU5Hpa97A+/8Z67S907TfXLRWLyGA/+x/HFm58rv6s395GUWR2rgzbDTqMfLzeVi8eajbNpZhvVq5W2q5i3Them3rtlk/a6duzJ1YkmVt2wJHjgCnTysbjzd07AgcPgwcPap0JOWj2GxE3dHnEDXyCgYt+Az/2f83fJE0UJMjIy1JlozbUi2ODYfjMH3NGziVpoEiIw6uXwcOnG9lfd55+iYcON9auYDKUWk1y9asAfbvlxad0bqOHYG0zChEj7qMMV9/qHQ45U4r5wl/xrVrwMmTUPUq6fZiYoCDB4GrV4HFW4ZYk7vrDz2KLVuAxx5TNLxyVz3+ssvtXaZv8HIknmU0lr5f6NV/c8ZefmEpNT81dsPtTHp9l9uvZoWjyKDiFekIAJNlqmGZumWp72Qv+dT9Xo7Gs4pL6sD/cUM+HCU1MwpVNHIssT9oxk1PdNnmsccD0bMncNddXgrKwywn8/ZT2WJ63KmSuHbYT79s0sT1Ig9a1LQpUFX9s9ms0jKjkJYZhaVJg/D4+/9BVm4w/NRfB96JJbHSYfJuvP3DG/jXF1Kxo+LiUn5IpcLCgEELP8fSpIFoNXE/hNDOqVFpI8t8faUFHbQyHaZsdAjUzqAGq8qcLKtWTRuFwu01by6NPhdCjzFfz8J9U5Lx9Cdr8dBDSkdWfpKSgMaNgdSM6k77nvv0K2y6Q5F4tTEagUs3ot3u11LNsspm6OJFLrfvP98a/fppZ3ptZVWJD6/qdDbdec671k50LUmFIYsWy7YXFRtRzblkkCrZJ8s2HolD09cOW5+fTG2AxENxWPJFENau1c7fNzZW+n4r33al0u7B2m5aa0/btkpHQJ6ixVUG/UtWOz+Zeg8mrXobN29Ld0e1mCwDgIvXa2PQgqX4vWSEmVYWHKnMSRRHkZHSd8v0cC2xHF9JW6T3rA67Tt2Hzo9q665Mp07AsWPybadS70bg4Gws+017c03btQPavLEPvWatxjs/TMTeM20ROcJupUQNTU10pahYW6PJ7J1MdV3HteDeGQjQzuLhlRZPo1TC0tkyckJxOs31cE+tsCTLkk/ejyGLbNn6up3/iVD3K2qrin2No7feAgx62xVo8/GH0HXGeu1kyUpMmgRMnw788nt36zafiFbKBeQlv/8OJCQA48YpHQn9FVu2ALNnS3Vytm8HPrKro63FZFlYGLBsmfN2LS9QYfH668AnnygdRflgsswmKUk63n78sdKRlL/Jk6XjzOHDd25L6pGcDAwdKi1msMj14BXVS0iwPT5woRVu52szafTyy0B6ViTWpPTCm6veQftJe5GeFYm1KVJ5mZvhI+7wG9Rl8GD5SLrJ303D9ewwTP5xnoJReYbjKsOBg7Oh6y/wcB8W99eCO8ygporCfvphx2nbcWWu7QNIayfDlpX0AGDJlhew9dhDOHu1Hv64pJ236/jxQJ8+wJNPAm++CZw7cy/+e6Uh0jIjS5/nr2L+/sCECcDEiTWh6y9lF4TzrGLNadFC+iJ1e+ghyKbAPPCAdPILAPfeq0xMnvbss1Jy4fhx2zatjiyzaNcOmDFD6Sg84+67lY5AWffcIx1vtcjfXzqvIG2pVw9Y6H4dKE145hng/q6/YXiX+Ri3fKbS4XiMq8UKIiKA3h+uRnBAJnbsVX9tq5dekm5GzJ4N9O4NtGm+DzOfHYdzV+siYe0EJKydgAYNdJimdKDlrEULYMnXg/HCw58BAG7nB6JbNyAwECgsVDg4+su0k33QOPsRVakZ1REdfwkfD3wJn6wfpbUBSAgOBtLTpYMIoMOptIYAtLUqTu/ewLlztlUCi4UJTV47CrOGauUQaV1WFpCXp+36cwcOSAW0LZ9VlqlsWqXFUYKZmUBBATRZq4uI1M1olGaSJJ/UVv3lsti5E6hf34Cbt8PuuACAGsyeDbzyClC3rnTekJ4ViYHzv1Q6LI8rKAAmrExA/YgzWLx5CADt31isTHhlrhLNmkl3+S2uZETjqY++w9ZjDysWkye5KmqvhQOJvTp1bMWXdTpppT0tFZYm0rqqVbWzAIc7vr5AjRrApk1SXaS1a5WOyLO0mCwLCpKKhRMRVTT25/ZPPw3Urw+0bg2sXq1cTJ4ydap07t+hg3RMta9nVdpiLGqh00mJMgCaWZCtLAoKgKtZEej8zmYs3yEVPGWyTDt4Za4SOp1UP0YIafUYe716KRKSxzmO1tDSyLLKzLLseRdtLXREpGmPPALs2AG0bKl0JEREpBX2SZWpU4HTp4F9+7R5bTNlijSrZNcu6ZhqnyjU2iwhd6uEa+11AkBtF2uVaWnl2spOY2N1KocNG2xTYgDt1jM4eBBYsADYswcYOdL9B68W2B88liyR6uZo1bJlwDffAH37Kh0JEZGcFkeWERFVVFWrSiOWb9zQbv1Pd7Q2Y8aeFpNi7jRrJn8+bx4waJAysVD548gyFapRw/Y4IkK79XLq1JFWT0xMlGp8VRaDB2u7IHxYGBAfz2lBRFRxxMdL3995R9k4iIgqm549gYEDlY7C+7S2QFtpxo6Vvn/wgbJxeIplleW5c4Hhw6USFqQNlaibahPvgmtDZboDQ0RU0cyZI41s6N5d6UiIiKgysB9ZpsVSM3v32h7PnCkdY3v2VC4eT/rXv6TXN3Kk0pFQedPwANDKwWxWOgIiIiJ10+nkq04TERF5kr8/MHEikJsLREcrHU35a9NGGmVVo0blOMZq/fVVVkyWqVTbtkBKCvDMM0pHQuWhc2epVhkREREREWmflqf+63RS/S4iNWOyTKV+/RVYv16bq8VURv36SUOwtVzYn4iIiIiIiEgNmCxTqWrVpAQLaYNOB/zjH0pHQURERERERESKFfifO3cu6tatCz8/P8TExGD37t1KhUJERERERERERARAoWTZypUrMWbMGEyZMgX79u1Dy5Yt0a1bN6SnpysRDhEREREREREREQCFkmWzZs3C0KFDMWjQIDRp0gTz589HQEAAPvvsMyXCISIiIiIiIiIiAqBAzbKCggKkpKRgwoQJ1m16vR5xcXFITk52+3OFhYUoLCz0RoheYXktWnpNRJ7C/kJUduwvRGXH/kJUduwvRGXH/lIx/S9/D68ny65du4bi4mJERkbKtkdGRuL48eNuf279+vUICAjwdHhel5iYqHQIRKrB/kJUduwvRGXH/kJUduwvRGXH/lKx5OTklLmtalbD7Nq1K4KCgpQOo9wUFhYiMTERjz76KEwmk9LhEFVo7C9EZcf+QlR27C9EZcf+QlR27C8VU1ZWVpnbej1ZFh4eDoPBgLS0NNn2tLQ0REVFuf05k8mkyTeZVl8XkSewvxCVHfsLUdmxvxCVHfsLUdmxv1Qs/8vfwusF/n18fNC2bVts3LjRus1sNmPjxo2IjY31djhERERERERERERWikzDHDNmDAYOHIh27dqhQ4cOmD17Nm7fvo1BgwYpEQ4REREREREREREAhZJlffv2xdWrVzF58mSkpqaiVatWWLdunVPRfyIiIiIiIiIiIm9SrMD/qFGjMGrUKKX+eSIiIiIiIiIiIider1lGRERERERERERUUTFZRkREREREREREVILJMiIiIiIiIiIiohJMlhEREREREREREZVgsoyIiIiIiIiIiKgEk2VEREREREREREQlmCwjIiIiIiIiIiIqwWQZERERERERERFRCSbLiIiIiIiIiIiISjBZRkREREREREREVILJMiIiIiIiIiIiohJMlhEREREREREREZUwKh3AnQghAABZWVkKR1K+CgsLkZOTg6ysLJhMJqXDIarQ2F+Iyo79hajs2F+Iyo79hajs2F8qJkteyZJnKk2FT5ZlZ2cDAGrVqqVwJEREREREREREpGbZ2dkIDg4utY1OlCWlpiCz2YzLly+jatWq0Ol0SodDREREREREREQqI4RAdnY2oqOjodeXXpWswifLiIiIiIiIiIiIvIUF/omIiIiIiIiIiEowWUZERERERERERFSCyTIiIiIiIiIiIqISTJYpYO7cuahbty78/PwQExOD3bt3Kx0SkcclJSWhZ8+eiI6Ohk6nww8//CDbL4TA5MmTUb16dfj7+yMuLg4nT56Utblx4wb69++PoKAghISE4IUXXsCtW7dkbQ4ePIhOnTrBz88PtWrVwnvvvefpl0ZUrhISEtC+fXtUrVoVERER6NWrF06cOCFrk5eXh/j4eFSrVg2BgYF48sknkZaWJmtz4cIF9OjRAwEBAYiIiMC4ceNQVFQka7Nlyxa0adMGvr6+aNCgAZYuXerpl0dUrubNm4cWLVogKCgIQUFBiI2NxS+//GLdz75C5N6MGTOg0+kwevRo6zb2GSKbqVOnQqfTyb4aN25s3c/+om1MlnnZypUrMWbMGEyZMgX79u1Dy5Yt0a1bN6SnpysdGpFH3b59Gy1btsTcuXNd7n/vvffw8ccfY/78+di1axeqVKmCbt26IS8vz9qmf//+OHLkCBITE/HTTz8hKSkJw4YNs+7PyspC165dUadOHaSkpGDmzJmYOnUqFi5c6PHXR1Retm7divj4eOzcuROJiYkoLCxE165dcfv2bWubV155BT/++CNWrVqFrVu34vLly+jTp491f3FxMXr06IGCggLs2LEDX3zxBZYuXYrJkydb25w9exY9evTAI488ggMHDmD06NEYMmQIfv31V6++XqK/ombNmpgxYwZSUlKwd+9edO7cGU888QSOHDkCgH2FyJ09e/ZgwYIFaNGihWw7+wyRXNOmTXHlyhXr1/bt26372F80TpBXdejQQcTHx1ufFxcXi+joaJGQkKBgVETeBUCsXr3a+txsNouoqCgxc+ZM67aMjAzh6+srvvnmGyGEEEePHhUAxJ49e6xtfvnlF6HT6cSlS5eEEEJ8+umnIjQ0VOTn51vbvP7666JRo0YefkVEnpOeni4AiK1btwohpL5hMpnEqlWrrG2OHTsmAIjk5GQhhBA///yz0Ov1IjU11dpm3rx5IigoyNo/XnvtNdG0aVPZv9W3b1/RrVs3T78kIo8KDQ0VixcvZl8hciM7O1s0bNhQJCYmioceeki8/PLLQggeX4gcTZkyRbRs2dLlPvYX7ePIMi8qKChASkoK4uLirNv0ej3i4uKQnJysYGREyjp79ixSU1NlfSM4OBgxMTHWvpGcnIyQkBC0a9fO2iYuLg56vR67du2ytnnwwQfh4+NjbdOtWzecOHECN2/e9NKrISpfmZmZAICwsDAAQEpKCgoLC2X9pXHjxqhdu7asvzRv3hyRkZHWNt26dUNWVpZ1xE1ycrLsd1ja8HhEalVcXIwVK1bg9u3biI2NZV8hciM+Ph49evRwel+zzxA5O3nyJKKjo1G/fn30798fFy5cAMD+UhkwWeZF165dQ3FxsayzAEBkZCRSU1MViopIeZb3f2l9IzU1FREREbL9RqMRYWFhsjaufof9v0GkJmazGaNHj8YDDzyAZs2aAZDeyz4+PggJCZG1dewvd+oL7tpkZWUhNzfXEy+HyCMOHTqEwMBA+Pr6Yvjw4Vi9ejWaNGnCvkLkwooVK7Bv3z4kJCQ47WOfIZKLiYnB0qVLsW7dOsybNw9nz55Fp06dkJ2dzf5SCRiVDoCIiIhci4+Px+HDh2X1MYhIrlGjRjhw4AAyMzPx3XffYeDAgdi6davSYRFVOBcvXsTLL7+MxMRE+Pn5KR0OUYXXvXt36+MWLVogJiYGderUwbfffgt/f38FIyNv4MgyLwoPD4fBYHBaISMtLQ1RUVEKRUWkPMv7v7S+ERUV5bQQRlFREW7cuCFr4+p32P8bRGoxatQo/PTTT9i8eTNq1qxp3R4VFYWCggJkZGTI2jv2lzv1BXdtgoKCeAJIquLj44MGDRqgbdu2SEhIQMuWLfHRRx+xrxA5SElJQXp6Otq0aQOj0Qij0YitW7fi448/htFoRGRkJPsMUSlCQkJwzz334NSpUzzGVAJMlnmRj48P2rZti40bN1q3mc1mbNy4EbGxsQpGRqSsevXqISoqStY3srKysGvXLmvfiI2NRUZGBlJSUqxtNm3aBLPZjJiYGGubpKQkFBYWWtskJiaiUaNGCA0N9dKrIfprhBAYNWoUVq9ejU2bNqFevXqy/W3btoXJZJL1lxMnTuDChQuy/nLo0CFZgjkxMRFBQUFo0qSJtY3977C04fGI1M5sNiM/P599hchBly5dcOjQIRw4cMD61a5dO/Tv39/6mH2GyL1bt27h9OnTqF69Oo8xlYHSKwxUNitWrBC+vr5i6dKl4ujRo2LYsGEiJCREtkIGkRZlZ2eL/fv3i/379wsAYtasWWL//v3i/PnzQgghZsyYIUJCQsSaNWvEwYMHxRNPPCHq1asncnNzrb/jscceE61btxa7du0S27dvFw0bNhT9+vWz7s/IyBCRkZFiwIAB4vDhw2LFihUiICBALFiwwOuvl+jPGjFihAgODhZbtmwRV65csX7l5ORY2wwfPlzUrl1bbNq0Sezdu1fExsaK2NhY6/6ioiLRrFkz0bVrV3HgwAGxbt06cdddd4kJEyZY25w5c0YEBASIcePGiWPHjom5c+cKg8Eg1q1b59XXS/RXjB8/XmzdulWcPXtWHDx4UIwfP17odDqxfv16IQT7CtGd2K+GKQT7DJG9sWPHii1btoizZ8+K3377TcTFxYnw8HCRnp4uhGB/0TomyxQwZ84cUbt2beHj4yM6dOggdu7cqXRIRB63efNmAcDpa+DAgUIIIcxms5g0aZKIjIwUvr6+okuXLuLEiROy33H9+nXRr18/ERgYKIKCgsSgQYNEdna2rM3vv/8uOnbsKHx9fUWNGjXEjBkzvPUSicqFq34CQHz++efWNrm5uWLkyJEiNDRUBAQEiN69e4srV67Ifs+5c+dE9+7dhb+/vwgPDxdjx44VhYWFsjabN28WrVq1Ej4+PqJ+/fqyf4NIDQYPHizq1KkjfHx8xF133SW6dOliTZQJwb5CdCeOyTL2GSKbvn37iurVqwsfHx9Ro0YN0bdvX3Hq1CnrfvYXbdMJIYQyY9qIiIiIiIiIiIgqFtYsIyIiIiIiIiIiKsFkGRERERERERERUQkmy4iIiIiIiIiIiEowWUZERERERERERFSCyTIiIiIiIiIiIqISTJYRERERERERERGVYLKMiIiIiIiIiIioBJNlREREREREREREJZgsIyIiIiIiIiIiKsFkGRERERERERERUQkmy4iIiIiIiIiIiEowWUZERERERERERFTi/wHf0UXpuN1p8QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the data\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.style.use('_mpl-gallery')\n",
    "plt.title('Comparison of validation set prediction results')\n",
    "plt.plot(denormalized_targets, color='blue',label='Actual Value')\n",
    "plt.plot(denormalized_predictions, color='orange', label='Valid Value')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b430808-b522-4951-9622-c17f29143c25",
   "metadata": {},
   "source": [
    "**回归拟合图**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "064df01a-a5a3-49e5-b84e-a669a5d94464",
   "metadata": {},
   "source": [
    "`regplot()` 函数绘制数据图并拟合线性回归模型。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "363da4ac-7a1e-4f29-8854-e28386e4e7ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5, 5), dpi=100)\n",
    "sns.regplot(x=denormalized_targets, y=denormalized_predictions, scatter=True, marker=\"*\", color='orange',line_kws={'color': 'red'})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02c2a77b-921c-4007-aa36-b3a781a99a59",
   "metadata": {},
   "source": [
    "**评估指标**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49242ad7-b1fa-495f-a155-3f57f5b2d8d9",
   "metadata": {},
   "source": [
    "通过调用 `sklearn.metrics` 模块中的 `mean_absolute_error` `mean_absolute_percentage_error` `mean_squared_error` `root_mean_squared_error` `r2_score` 函数来评估模型性能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "0f6b2984-df04-45c6-879c-bff640996c84",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE: 0.1287\n",
      "MAPE: 50.5869%\n",
      "MSE: 0.0306\n",
      "RMSE: 0.1750\n",
      "R²: 0.9676\n"
     ]
    }
   ],
   "source": [
    "mae = mean_absolute_error(targets, predictions)\n",
    "print(f\"MAE: {mae:.4f}\")\n",
    "\n",
    "mape = mean_absolute_percentage_error(targets, predictions)\n",
    "print(f\"MAPE: {mape * 100:.4f}%\")\n",
    "\n",
    "mse = mean_squared_error(targets, predictions)\n",
    "print(f\"MSE: {mse:.4f}\")\n",
    "\n",
    "rmse = root_mean_squared_error(targets, predictions)\n",
    "print(f\"RMSE: {rmse:.4f}\")\n",
    "\n",
    "r2 = r2_score(targets, predictions)\n",
    "print(f\"R²: {r2:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da5f02f4-1cac-4d92-b869-ee535945609c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
